diff options
| author | bob <bcz@cs.brown.edu> | 2019-04-03 12:42:32 -0400 |
|---|---|---|
| committer | bob <bcz@cs.brown.edu> | 2019-04-03 12:42:32 -0400 |
| commit | 5fbee077873c3dd0a9b5939babbaa1fd4dfe1393 (patch) | |
| tree | 1418a22161e88c734f51c4e1a117c3957a14115d /src/client/northstar | |
| parent | d9076d48a17a4ec2a5b4f4dbd82160bd10f1af22 (diff) | |
| parent | c406c8d123ce0aa9d63fb8a4dd90adfe83d2889d (diff) | |
merged with master
Diffstat (limited to 'src/client/northstar')
45 files changed, 12009 insertions, 0 deletions
diff --git a/src/client/northstar/core/BaseObject.ts b/src/client/northstar/core/BaseObject.ts new file mode 100644 index 000000000..e9e766e31 --- /dev/null +++ b/src/client/northstar/core/BaseObject.ts @@ -0,0 +1,12 @@ +import { IEquatable } from '../utils/IEquatable' +import { IDisposable } from '../utils/IDisposable' + +export class BaseObject implements IEquatable, IDisposable { + + public Equals(other: Object): boolean { + return this == other; + } + + public Dispose(): void { + } +}
\ No newline at end of file diff --git a/src/client/northstar/core/attribute/AttributeModel.ts b/src/client/northstar/core/attribute/AttributeModel.ts new file mode 100644 index 000000000..124a5b45a --- /dev/null +++ b/src/client/northstar/core/attribute/AttributeModel.ts @@ -0,0 +1,111 @@ +import { Attribute, DataType, VisualizationHint } from '../../model/idea/idea' +import { BaseObject } from '../BaseObject' +import { observable } from "mobx"; + +export abstract class AttributeModel extends BaseObject { + public abstract get DisplayName(): string; + public abstract get CodeName(): string; + public abstract get DataType(): DataType; + public abstract get VisualizationHints(): VisualizationHint[]; +} + +export class ColumnAttributeModel extends AttributeModel { + public Attribute: Attribute; + + constructor(attribute: Attribute) { + super(); + this.Attribute = attribute; + } + + public get DataType(): DataType { + return this.Attribute.dataType ? this.Attribute.dataType : DataType.Undefined; + } + + public get DisplayName(): string { + return this.Attribute.displayName ? this.Attribute.displayName.ReplaceAll("_", " ") : ""; + } + + public get CodeName(): string { + return this.Attribute.rawName ? this.Attribute.rawName : ""; + } + + public get VisualizationHints(): VisualizationHint[] { + return this.Attribute.visualizationHints ? this.Attribute.visualizationHints : []; + } + + public Equals(other: ColumnAttributeModel): boolean { + return this.Attribute.rawName == other.Attribute.rawName; + } +} + +export class CodeAttributeModel extends AttributeModel { + private _visualizationHints: VisualizationHint[]; + + public CodeName: string; + + @observable + public Code: string; + + constructor(code: string, codeName: string, displayName: string, visualizationHints: VisualizationHint[]) { + super(); + this.Code = code; + this.CodeName = codeName; + this.DisplayName = displayName; + this._visualizationHints = visualizationHints; + } + + public get DataType(): DataType { + return DataType.Undefined; + } + + @observable + public DisplayName: string; + + public get VisualizationHints(): VisualizationHint[] { + return this._visualizationHints; + } + + public Equals(other: CodeAttributeModel): boolean { + return this.CodeName === other.CodeName; + } + +} + +export class BackendAttributeModel extends AttributeModel { + private _dataType: DataType; + private _displayName: string; + private _codeName: string; + private _visualizationHints: VisualizationHint[]; + + public Id: string; + + constructor(id: string, dataType: DataType, displayName: string, codeName: string, visualizationHints: VisualizationHint[]) { + super(); + this.Id = id; + this._dataType = dataType; + this._displayName = displayName; + this._codeName = codeName; + this._visualizationHints = visualizationHints; + } + + public get DataType(): DataType { + return this._dataType; + } + + public get DisplayName(): string { + return this._displayName.ReplaceAll("_", " ");; + } + + public get CodeName(): string { + return this._codeName; + } + + public get VisualizationHints(): VisualizationHint[] { + return this._visualizationHints; + } + + public Equals(other: BackendAttributeModel): boolean { + return this.Id == other.Id; + } + +}
\ No newline at end of file diff --git a/src/client/northstar/core/attribute/AttributeTransformationModel.ts b/src/client/northstar/core/attribute/AttributeTransformationModel.ts new file mode 100644 index 000000000..cc5aa7154 --- /dev/null +++ b/src/client/northstar/core/attribute/AttributeTransformationModel.ts @@ -0,0 +1,47 @@ +; +import { computed, observable } from "mobx"; +import { AggregateFunction } from "../../model/idea/idea"; +import { AttributeModel } from "./AttributeModel"; +import { IEquatable } from "../../utils/IEquatable"; + +export class AttributeTransformationModel implements IEquatable { + + @observable public AggregateFunction: AggregateFunction; + @observable public AttributeModel: AttributeModel; + + constructor(attributeModel: AttributeModel, aggregateFunction: AggregateFunction = AggregateFunction.None) { + this.AttributeModel = attributeModel; + this.AggregateFunction = aggregateFunction; + } + + @computed + public get PresentedName(): string { + var displayName = this.AttributeModel.DisplayName; + if (this.AggregateFunction === AggregateFunction.Count) { + return "count"; + } + if (this.AggregateFunction === AggregateFunction.Avg) + displayName = "avg(" + displayName + ")"; + else if (this.AggregateFunction === AggregateFunction.Max) + displayName = "max(" + displayName + ")"; + else if (this.AggregateFunction === AggregateFunction.Min) + displayName = "min(" + displayName + ")"; + else if (this.AggregateFunction === AggregateFunction.Sum) + displayName = "sum(" + displayName + ")"; + else if (this.AggregateFunction === AggregateFunction.SumE) + displayName = "sumE(" + displayName + ")"; + + return displayName; + } + + public clone(): AttributeTransformationModel { + var clone = new AttributeTransformationModel(this.AttributeModel); + clone.AggregateFunction = this.AggregateFunction; + return clone; + } + + public Equals(other: AttributeTransformationModel): boolean { + return this.AggregateFunction == other.AggregateFunction && + this.AttributeModel.Equals(other.AttributeModel); + } +}
\ No newline at end of file diff --git a/src/client/northstar/core/attribute/CalculatedAttributeModel.ts b/src/client/northstar/core/attribute/CalculatedAttributeModel.ts new file mode 100644 index 000000000..ab96c794d --- /dev/null +++ b/src/client/northstar/core/attribute/CalculatedAttributeModel.ts @@ -0,0 +1,42 @@ +import { BackendAttributeModel, AttributeModel, CodeAttributeModel } from "./AttributeModel"; +import { DataType, VisualizationHint } from '../../model/idea/idea' + +export class CalculatedAttributeManager { + public static AllCalculatedAttributes: Array<AttributeModel> = new Array<AttributeModel>(); + + public static Clear() { + this.AllCalculatedAttributes = new Array<AttributeModel>(); + } + + public static CreateBackendAttributeModel(id: string, dataType: DataType, displayName: string, codeName: string, visualizationHints: VisualizationHint[]): BackendAttributeModel { + var filtered = this.AllCalculatedAttributes.filter(am => { + if (am instanceof BackendAttributeModel && + am.Id == id) { + return true; + } + return false; + }); + if (filtered.length > 0) { + return filtered[0] as BackendAttributeModel; + } + var newAttr = new BackendAttributeModel(id, dataType, displayName, codeName, visualizationHints); + this.AllCalculatedAttributes.push(newAttr); + return newAttr; + } + + public static CreateCodeAttributeModel(code: string, codeName: string, visualizationHints: VisualizationHint[]): CodeAttributeModel { + var filtered = this.AllCalculatedAttributes.filter(am => { + if (am instanceof CodeAttributeModel && + am.CodeName == codeName) { + return true; + } + return false; + }); + if (filtered.length > 0) { + return filtered[0] as CodeAttributeModel; + } + var newAttr = new CodeAttributeModel(code, codeName, codeName.ReplaceAll("_", " "), visualizationHints); + this.AllCalculatedAttributes.push(newAttr); + return newAttr; + } +}
\ No newline at end of file diff --git a/src/client/northstar/core/brusher/IBaseBrushable.ts b/src/client/northstar/core/brusher/IBaseBrushable.ts new file mode 100644 index 000000000..99a36636f --- /dev/null +++ b/src/client/northstar/core/brusher/IBaseBrushable.ts @@ -0,0 +1,13 @@ +import { PIXIPoint } from '../../utils/MathUtil' +import { IEquatable } from '../../utils/IEquatable'; +import { Document } from '../../../../fields/Document' + +export interface IBaseBrushable<T> extends IEquatable { + BrusherModels: Array<Document>; + BrushColors: Array<number>; + Position: PIXIPoint; + Size: PIXIPoint; +} +export function instanceOfIBaseBrushable<T>(object: any): object is IBaseBrushable<T> { + return 'BrusherModels' in object; +}
\ No newline at end of file diff --git a/src/client/northstar/core/brusher/IBaseBrusher.ts b/src/client/northstar/core/brusher/IBaseBrusher.ts new file mode 100644 index 000000000..d7ae65464 --- /dev/null +++ b/src/client/northstar/core/brusher/IBaseBrusher.ts @@ -0,0 +1,11 @@ +import { PIXIPoint } from '../../utils/MathUtil' +import { IEquatable } from '../../utils/IEquatable'; + + +export interface IBaseBrusher<T> extends IEquatable { + Position: PIXIPoint; + Size: PIXIPoint; +} +export function instanceOfIBaseBrusher<T>(object: any): object is IBaseBrusher<T> { + return 'BrushableModels' in object; +}
\ No newline at end of file diff --git a/src/client/northstar/core/filter/FilterModel.ts b/src/client/northstar/core/filter/FilterModel.ts new file mode 100644 index 000000000..aee99d2b6 --- /dev/null +++ b/src/client/northstar/core/filter/FilterModel.ts @@ -0,0 +1,84 @@ +import { ValueComparison } from "./ValueComparision"; +import { Utils } from "../../utils/Utils"; +import { IBaseFilterProvider } from "./IBaseFilterProvider"; +import { FilterOperand } from "./FilterOperand"; +import { KeyStore } from "../../../../fields/KeyStore"; +import { FieldWaiting } from "../../../../fields/Field"; +import { Document } from "../../../../fields/Document"; +import { HistogramField } from "../../dash-fields/HistogramField"; + +export class FilterModel { + public ValueComparisons: ValueComparison[]; + constructor() { + this.ValueComparisons = new Array<ValueComparison>(); + } + + public Equals(other: FilterModel): boolean { + if (!Utils.EqualityHelper(this, other)) return false; + if (!this.isSame(this.ValueComparisons, (other as FilterModel).ValueComparisons)) return false; + return true; + } + + private isSame(a: ValueComparison[], b: ValueComparison[]): boolean { + if (a.length !== b.length) { + return false; + } + for (let i = 0; i < a.length; i++) { + let valueComp = a[i]; + if (!valueComp.Equals(b[i])) { + return false; + } + } + return true; + } + + public ToPythonString(): string { + return "(" + this.ValueComparisons.map(vc => vc.ToPythonString()).join("&&") + ")"; + } + + public static And(filters: string[]): string { + let ret = filters.filter(f => f !== "").join(" && "); + return ret; + } + public static GetFilterModelsRecursive(baseOperation: IBaseFilterProvider, visitedFilterProviders: Set<IBaseFilterProvider>, filterModels: FilterModel[], isFirst: boolean): string { + let ret = ""; + visitedFilterProviders.add(baseOperation); + let filtered = baseOperation.FilterModels.filter(fm => fm && fm.ValueComparisons.length > 0); + if (!isFirst && filtered.length > 0) { + filterModels.push(...filtered); + ret = "(" + baseOperation.FilterModels.filter(fm => fm != null).map(fm => fm.ToPythonString()).join(" || ") + ")"; + } + if (Utils.isBaseFilterConsumer(baseOperation) && baseOperation.Links) { + let children = new Array<string>(); + let linkedGraphNodes = baseOperation.Links; + linkedGraphNodes.map(linkVm => { + let filterDoc = linkVm.Get(KeyStore.LinkedFromDocs); + if (filterDoc && filterDoc != FieldWaiting && filterDoc instanceof Document) { + let filterHistogram = filterDoc.GetT(KeyStore.Data, HistogramField); + if (filterHistogram && filterHistogram != FieldWaiting) { + if (!visitedFilterProviders.has(filterHistogram.Data)) { + let child = FilterModel.GetFilterModelsRecursive(filterHistogram.Data, visitedFilterProviders, filterModels, false); + if (child !== "") { + // if (linkVm.IsInverted) { + // child = "! " + child; + // } + children.push(child); + } + } + } + } + }); + + let childrenJoined = children.join(baseOperation.FilterOperand === FilterOperand.AND ? " && " : " || "); + if (children.length > 0) { + if (ret !== "") { + ret = "(" + ret + " && (" + childrenJoined + "))"; + } + else { + ret = "(" + childrenJoined + ")"; + } + } + } + return ret; + } +}
\ No newline at end of file diff --git a/src/client/northstar/core/filter/FilterOperand.ts b/src/client/northstar/core/filter/FilterOperand.ts new file mode 100644 index 000000000..2e8e8d6a0 --- /dev/null +++ b/src/client/northstar/core/filter/FilterOperand.ts @@ -0,0 +1,5 @@ +export enum FilterOperand +{ + AND, + OR +}
\ No newline at end of file diff --git a/src/client/northstar/core/filter/FilterType.ts b/src/client/northstar/core/filter/FilterType.ts new file mode 100644 index 000000000..9adbc087f --- /dev/null +++ b/src/client/northstar/core/filter/FilterType.ts @@ -0,0 +1,6 @@ +export enum FilterType +{ + Filter, + Brush, + Slice +}
\ No newline at end of file diff --git a/src/client/northstar/core/filter/IBaseFilterConsumer.ts b/src/client/northstar/core/filter/IBaseFilterConsumer.ts new file mode 100644 index 000000000..93f66a154 --- /dev/null +++ b/src/client/northstar/core/filter/IBaseFilterConsumer.ts @@ -0,0 +1,12 @@ +import { FilterOperand } from '../filter/FilterOperand' +import { IEquatable } from '../../utils/IEquatable' +import { Document } from "../../../../fields/Document"; + +export interface IBaseFilterConsumer extends IEquatable { + FilterOperand: FilterOperand; + Links: Document[]; +} + +export function instanceOfIBaseFilterConsumer(object: any): object is IBaseFilterConsumer { + return 'FilterOperand' in object; +}
\ No newline at end of file diff --git a/src/client/northstar/core/filter/IBaseFilterProvider.ts b/src/client/northstar/core/filter/IBaseFilterProvider.ts new file mode 100644 index 000000000..d082bfe12 --- /dev/null +++ b/src/client/northstar/core/filter/IBaseFilterProvider.ts @@ -0,0 +1,8 @@ +import { FilterModel } from '../filter/FilterModel' + +export interface IBaseFilterProvider { + FilterModels: Array<FilterModel>; +} +export function instanceOfIBaseFilterProvider(object: any): object is IBaseFilterProvider { + return 'FilterModels' in object; +}
\ No newline at end of file diff --git a/src/client/northstar/core/filter/ValueComparision.ts b/src/client/northstar/core/filter/ValueComparision.ts new file mode 100644 index 000000000..1e729d06e --- /dev/null +++ b/src/client/northstar/core/filter/ValueComparision.ts @@ -0,0 +1,74 @@ +import { Predicate } from '../../model/idea/idea' +import { Utils } from '../../utils/Utils' +import { AttributeModel } from '../attribute/AttributeModel'; + +export class ValueComparison { + + public attributeModel: AttributeModel; + public Value: any; + public Predicate: Predicate; + + public constructor(attributeModel: AttributeModel, predicate: Predicate, value: any) { + this.attributeModel = attributeModel; + this.Value = value; + this.Predicate = predicate; + } + + public Equals(other: Object): boolean { + if (!Utils.EqualityHelper(this, other)) + return false; + if (this.Predicate !== (other as ValueComparison).Predicate) + return false; + let isComplex = (typeof this.Value === "object"); + if (!isComplex && this.Value != (other as ValueComparison).Value) + return false; + if (isComplex && !this.Value.Equals((other as ValueComparison).Value)) + return false; + return true; + } + + public ToPythonString(): string { + var op = ""; + switch (this.Predicate) { + case Predicate.EQUALS: + op = "=="; + break; + case Predicate.GREATER_THAN: + op = ">"; + break; + case Predicate.GREATER_THAN_EQUAL: + op = ">="; + break; + case Predicate.LESS_THAN: + op = "<"; + break; + case Predicate.LESS_THAN_EQUAL: + op = "<="; + break; + default: + op = "=="; + break; + } + + var val = this.Value.toString(); + if (typeof this.Value === 'string' || this.Value instanceof String) { + val = "\"" + val + "\""; + } + var ret = " "; + var rawName = this.attributeModel.CodeName; + switch (this.Predicate) { + case Predicate.STARTS_WITH: + ret += rawName + " != null && " + rawName + ".StartsWith(" + val + ") "; + return ret; + case Predicate.ENDS_WITH: + ret += rawName + " != null && " + rawName + ".EndsWith(" + val + ") "; + return ret; + case Predicate.CONTAINS: + ret += rawName + " != null && " + rawName + ".Contains(" + val + ") "; + return ret; + default: + ret += rawName + " " + op + " " + val + " "; + return ret; + } + } +}
\ No newline at end of file diff --git a/src/client/northstar/dash-fields/HistogramField.ts b/src/client/northstar/dash-fields/HistogramField.ts new file mode 100644 index 000000000..90be70b80 --- /dev/null +++ b/src/client/northstar/dash-fields/HistogramField.ts @@ -0,0 +1,73 @@ +import { action } from "mobx"; +import { ColumnAttributeModel } from "../../../client/northstar/core/attribute/AttributeModel"; +import { AttributeTransformationModel } from "../../../client/northstar/core/attribute/AttributeTransformationModel"; +import { HistogramOperation } from "../../../client/northstar/operations/HistogramOperation"; +import { BasicField } from "../../../fields/BasicField"; +import { Field, FieldId } from "../../../fields/Field"; +import { CurrentUserUtils } from "../../../server/authentication/models/current_user_utils"; +import { Types } from "../../../server/Message"; + + +export class HistogramField extends BasicField<HistogramOperation> { + constructor(data?: HistogramOperation, id?: FieldId, save: boolean = true) { + super(data ? data : HistogramOperation.Empty, save, id); + } + + omitKeys(obj: any, keys: any) { + var dup: any = {}; + for (var key in obj) { + if (keys.indexOf(key) == -1) { + dup[key] = obj[key]; + } + } + return dup; + } + toString(): string { + return JSON.stringify(this.omitKeys(this.Data, ['Links', 'BrushLinks', 'Result', 'BrushColors', 'FilterModels', 'FilterOperand'])); + } + + Copy(): Field { + return new HistogramField(this.Data); + } + + ToScriptString(): string { + return `new HistogramField("${this.Data}")`; + } + + + ToJson(): { type: Types, data: string, _id: string } { + return { + type: Types.HistogramOp, + + data: this.toString(), + _id: this.Id + } + } + + @action + static FromJson(id: string, data: any): HistogramField { + let jp = JSON.parse(data); + let X: AttributeTransformationModel | undefined; + let Y: AttributeTransformationModel | undefined; + let V: AttributeTransformationModel | undefined; + + let schema = CurrentUserUtils.GetNorthstarSchema(jp.SchemaName); + if (schema) { + CurrentUserUtils.GetAllNorthstarColumnAttributes(schema).map(attr => { + if (attr.displayName == jp.X.AttributeModel.Attribute.DisplayName) { + X = new AttributeTransformationModel(new ColumnAttributeModel(attr), jp.X.AggregateFunction); + } + if (attr.displayName == jp.Y.AttributeModel.Attribute.DisplayName) { + Y = new AttributeTransformationModel(new ColumnAttributeModel(attr), jp.Y.AggregateFunction); + } + if (attr.displayName == jp.V.AttributeModel.Attribute.DisplayName) { + V = new AttributeTransformationModel(new ColumnAttributeModel(attr), jp.V.AggregateFunction); + } + }); + if (X && Y && V) { + return new HistogramField(new HistogramOperation(jp.SchemaName, X, Y, V, jp.Normalization), id, false); + } + } + return new HistogramField(HistogramOperation.Empty, id, false); + } +}
\ No newline at end of file diff --git a/src/client/northstar/dash-nodes/HistogramBinPrimitiveCollection.ts b/src/client/northstar/dash-nodes/HistogramBinPrimitiveCollection.ts new file mode 100644 index 000000000..43e768c62 --- /dev/null +++ b/src/client/northstar/dash-nodes/HistogramBinPrimitiveCollection.ts @@ -0,0 +1,238 @@ +import React = require("react") +import { AttributeTransformationModel } from "../../northstar/core/attribute/AttributeTransformationModel"; +import { ChartType } from '../../northstar/model/binRanges/VisualBinRange'; +import { AggregateFunction, Bin, Brush, DoubleValueAggregateResult, HistogramResult, MarginAggregateParameters, MarginAggregateResult } from "../../northstar/model/idea/idea"; +import { ModelHelpers } from "../../northstar/model/ModelHelpers"; +import { LABColor } from '../../northstar/utils/LABcolor'; +import { PIXIRectangle } from "../../northstar/utils/MathUtil"; +import { StyleConstants } from "../../northstar/utils/StyleContants"; +import { HistogramBox } from "./HistogramBox"; +import "./HistogramBoxPrimitives.scss"; + +export class HistogramBinPrimitive { + constructor(init?: Partial<HistogramBinPrimitive>) { + Object.assign(this, init); + } + public DataValue: number = 0; + public Rect: PIXIRectangle = PIXIRectangle.EMPTY; + public MarginRect: PIXIRectangle = PIXIRectangle.EMPTY; + public MarginPercentage: number = 0; + public Color: number = StyleConstants.WARNING_COLOR; + public Opacity: number = 1; + public BrushIndex: number = 0; + public BarAxis: number = -1; +} + +export class HistogramBinPrimitiveCollection { + private static TOLERANCE: number = 0.0001; + + private _histoBox: HistogramBox; + private get histoOp() { return this._histoBox.HistoOp; } + private get histoResult() { return this.histoOp.Result as HistogramResult; } + private get sizeConverter() { return this._histoBox.SizeConverter!; } + public BinPrimitives: Array<HistogramBinPrimitive> = new Array<HistogramBinPrimitive>(); + public HitGeom: PIXIRectangle = PIXIRectangle.EMPTY; + + constructor(bin: Bin, histoBox: HistogramBox) { + this._histoBox = histoBox; + let brushing = this.setupBrushing(bin, this.histoOp.Normalization); // X= 0, Y = 1, V = 2 + + brushing.orderedBrushes.reduce((brushFactorSum, brush) => { + switch (histoBox.ChartType) { + case ChartType.VerticalBar: return this.createVerticalBarChartBinPrimitives(bin, brush, brushing.maxAxis, this.histoOp.Normalization); + case ChartType.HorizontalBar: return this.createHorizontalBarChartBinPrimitives(bin, brush, brushing.maxAxis, this.histoOp.Normalization); + case ChartType.SinglePoint: return this.createSinglePointChartBinPrimitives(bin, brush); + case ChartType.HeatMap: return this.createHeatmapBinPrimitives(bin, brush, brushFactorSum); + } + }, 0); + + // adjust brush rects (stacking or not) + var allBrushIndex = ModelHelpers.AllBrushIndex(this.histoResult); + var filteredBinPrims = this.BinPrimitives.filter(b => b.BrushIndex != allBrushIndex && b.DataValue != 0.0); + filteredBinPrims.reduce((sum, fbp) => { + if (histoBox.ChartType == ChartType.VerticalBar) { + if (this.histoOp.Y.AggregateFunction == AggregateFunction.Count) { + fbp.Rect = new PIXIRectangle(fbp.Rect.x, fbp.Rect.y - sum, fbp.Rect.width, fbp.Rect.height); + fbp.MarginRect = new PIXIRectangle(fbp.MarginRect.x, fbp.MarginRect.y - sum, fbp.MarginRect.width, fbp.MarginRect.height); + return sum + fbp.Rect.height; + } + if (this.histoOp.Y.AggregateFunction == AggregateFunction.Avg) { + var w = fbp.Rect.width / 2.0; + fbp.Rect = new PIXIRectangle(fbp.Rect.x + sum, fbp.Rect.y, fbp.Rect.width / filteredBinPrims.length, fbp.Rect.height); + fbp.MarginRect = new PIXIRectangle(fbp.MarginRect.x - w + sum + (fbp.Rect.width / 2.0), fbp.MarginRect.y, fbp.MarginRect.width, fbp.MarginRect.height); + return sum + fbp.Rect.width; + } + } + else if (histoBox.ChartType == ChartType.HorizontalBar) { + if (this.histoOp.X.AggregateFunction == AggregateFunction.Count) { + fbp.Rect = new PIXIRectangle(fbp.Rect.x + sum, fbp.Rect.y, fbp.Rect.width, fbp.Rect.height); + fbp.MarginRect = new PIXIRectangle(fbp.MarginRect.x + sum, fbp.MarginRect.y, fbp.MarginRect.width, fbp.MarginRect.height); + return sum + fbp.Rect.width; + } + if (this.histoOp.X.AggregateFunction == AggregateFunction.Avg) { + var h = fbp.Rect.height / 2.0; + fbp.Rect = new PIXIRectangle(fbp.Rect.x, fbp.Rect.y + sum, fbp.Rect.width, fbp.Rect.height / filteredBinPrims.length); + fbp.MarginRect = new PIXIRectangle(fbp.MarginRect.x, fbp.MarginRect.y - h + sum + (fbp.Rect.height / 2.0), fbp.MarginRect.width, fbp.MarginRect.height); + return sum + fbp.Rect.height; + } + } + return 0; + }, 0); + this.BinPrimitives = this.BinPrimitives.reverse(); + var f = this.BinPrimitives.filter(b => b.BrushIndex == allBrushIndex); + this.HitGeom = f.length > 0 ? f[0].Rect : PIXIRectangle.EMPTY; + } + + private setupBrushing(bin: Bin, normalization: number) { + var overlapBrushIndex = ModelHelpers.OverlapBrushIndex(this.histoResult); + var orderedBrushes = [this.histoResult.brushes![0], this.histoResult.brushes![overlapBrushIndex]]; + this.histoResult.brushes!.map(brush => brush.brushIndex != 0 && brush.brushIndex != overlapBrushIndex && orderedBrushes.push(brush)); + return { + orderedBrushes, + maxAxis: orderedBrushes.reduce((prev, Brush) => { + let aggResult = this.getBinValue(normalization, bin, Brush.brushIndex!); + return aggResult != undefined && aggResult > prev ? aggResult : prev; + }, Number.MIN_VALUE) + }; + } + + private createHeatmapBinPrimitives(bin: Bin, brush: Brush, brushFactorSum: number): number { + + let unNormalizedValue = this.getBinValue(2, bin, brush.brushIndex!); + if (unNormalizedValue == undefined) + return brushFactorSum; + + var normalizedValue = (unNormalizedValue - this._histoBox.ValueRange[0]) / (Math.abs((this._histoBox.ValueRange[1] - this._histoBox.ValueRange[0])) < HistogramBinPrimitiveCollection.TOLERANCE ? + unNormalizedValue : this._histoBox.ValueRange[1] - this._histoBox.ValueRange[0]); + + let allUnNormalizedValue = this.getBinValue(2, bin, ModelHelpers.AllBrushIndex(this.histoResult)) + + // bcz: are these calls needed? + let [xFrom, xTo] = this.sizeConverter.DataToScreenXAxisRange(this._histoBox.VisualBinRanges, 0, bin); + let [yFrom, yTo] = this.sizeConverter.DataToScreenYAxisRange(this._histoBox.VisualBinRanges, 1, bin); + + var returnBrushFactorSum = brushFactorSum; + if (allUnNormalizedValue != undefined) { + var brushFactor = (unNormalizedValue / allUnNormalizedValue); + returnBrushFactorSum += brushFactor; + returnBrushFactorSum = Math.min(returnBrushFactorSum, 1.0); + + var tempRect = new PIXIRectangle(xFrom, yTo, xTo - xFrom, yFrom - yTo); + var ratio = (tempRect.width / tempRect.height); + var newHeight = Math.sqrt((1.0 / ratio) * ((tempRect.width * tempRect.height) * returnBrushFactorSum)); + var newWidth = newHeight * ratio; + + xFrom = (tempRect.x + (tempRect.width - newWidth) / 2.0); + yTo = (tempRect.y + (tempRect.height - newHeight) / 2.0); + xTo = (xFrom + newWidth); + yFrom = (yTo + newHeight); + } + var alpha = 0.0; + var color = this.baseColorFromBrush(brush); + var lerpColor = LABColor.Lerp( + LABColor.FromColor(StyleConstants.MIN_VALUE_COLOR), + LABColor.FromColor(color), + (alpha + Math.pow(normalizedValue, 1.0 / 3.0) * (1.0 - alpha))); + var dataColor = LABColor.ToColor(lerpColor); + + this.createBinPrimitive(-1, brush, PIXIRectangle.EMPTY, 0, xFrom, xTo, yFrom, yTo, dataColor, 1, unNormalizedValue); + return returnBrushFactorSum; + } + + private createSinglePointChartBinPrimitives(bin: Bin, brush: Brush): number { + let unNormalizedValue = this.getBinValue(2, bin, brush.brushIndex!); + if (unNormalizedValue != undefined) { + let [xFrom, xTo] = this.sizeConverter.DataToScreenPointRange(0, bin, ModelHelpers.CreateAggregateKey(this.histoOp.Schema!.distinctAttributeParameters, this.histoOp.X, this.histoResult, brush.brushIndex!)); + let [yFrom, yTo] = this.sizeConverter.DataToScreenPointRange(1, bin, ModelHelpers.CreateAggregateKey(this.histoOp.Schema!.distinctAttributeParameters, this.histoOp.Y, this.histoResult, brush.brushIndex!)); + + if (xFrom != undefined && yFrom != undefined && xTo != undefined && yTo != undefined) + this.createBinPrimitive(-1, brush, PIXIRectangle.EMPTY, 0, xFrom, xTo, yFrom, yTo, this.baseColorFromBrush(brush), 1, unNormalizedValue); + } + return 0; + } + + private createVerticalBarChartBinPrimitives(bin: Bin, brush: Brush, binBrushMaxAxis: number, normalization: number): number { + let dataValue = this.getBinValue(1, bin, brush.brushIndex!); + if (dataValue != undefined) { + let [yFrom, yValue, yTo] = this.sizeConverter.DataToScreenNormalizedRange(dataValue, normalization, 1, binBrushMaxAxis); + let [xFrom, xTo] = this.sizeConverter.DataToScreenXAxisRange(this._histoBox.VisualBinRanges, 0, bin); + + var yMarginAbsolute = this.getMargin(bin, brush, this.histoOp.Y); + var marginRect = new PIXIRectangle(xFrom + (xTo - xFrom) / 2.0 - 1, + this.sizeConverter.DataToScreenY(yValue + yMarginAbsolute), 2, + this.sizeConverter.DataToScreenY(yValue - yMarginAbsolute) - this.sizeConverter.DataToScreenY(yValue + yMarginAbsolute)); + + this.createBinPrimitive(1, brush, marginRect, 0, xFrom, xTo, yFrom, yTo, + this.baseColorFromBrush(brush), normalization != 0 ? 1 : 0.6 * binBrushMaxAxis / this.sizeConverter.DataRanges[1] + 0.4, dataValue); + } + return 0; + } + + private createHorizontalBarChartBinPrimitives(bin: Bin, brush: Brush, binBrushMaxAxis: number, normalization: number): number { + let dataValue = this.getBinValue(0, bin, brush.brushIndex!); + if (dataValue != undefined) { + let [xFrom, xValue, xTo] = this.sizeConverter.DataToScreenNormalizedRange(dataValue, normalization, 0, binBrushMaxAxis); + let [yFrom, yTo] = this.sizeConverter.DataToScreenYAxisRange(this._histoBox.VisualBinRanges, 1, bin); + + var xMarginAbsolute = this.sizeConverter.IsSmall ? 0 : this.getMargin(bin, brush, this.histoOp.X); + var marginRect = new PIXIRectangle(this.sizeConverter.DataToScreenX(xValue - xMarginAbsolute), + yTo + (yFrom - yTo) / 2.0 - 1, + this.sizeConverter.DataToScreenX(xValue + xMarginAbsolute) - this.sizeConverter.DataToScreenX(xValue - xMarginAbsolute), + 2.0); + + this.createBinPrimitive(0, brush, marginRect, 0, xFrom, xTo, yFrom, yTo, + this.baseColorFromBrush(brush), normalization != 1 ? 1 : 0.6 * binBrushMaxAxis / this.sizeConverter.DataRanges[0] + 0.4, dataValue); + } + return 0; + } + + public getBinValue(axis: number, bin: Bin, brushIndex: number) { + var aggregateKey = ModelHelpers.CreateAggregateKey(this.histoOp.Schema!.distinctAttributeParameters, axis == 0 ? this.histoOp.X : axis == 1 ? this.histoOp.Y : this.histoOp.V, this.histoResult, brushIndex); + let dataValue = ModelHelpers.GetAggregateResult(bin, aggregateKey) as DoubleValueAggregateResult; + return dataValue != null && dataValue.hasResult ? dataValue.result : undefined; + } + + private getMargin(bin: Bin, brush: Brush, axis: AttributeTransformationModel) { + var marginParams = new MarginAggregateParameters(); + marginParams.aggregateFunction = axis.AggregateFunction; + var marginAggregateKey = ModelHelpers.CreateAggregateKey(this.histoOp.Schema!.distinctAttributeParameters, axis, this.histoResult, brush.brushIndex!, marginParams); + var marginResult = ModelHelpers.GetAggregateResult(bin, marginAggregateKey) as MarginAggregateResult; + return !marginResult ? 0 : marginResult.absolutMargin!; + } + + private createBinPrimitive(barAxis: number, brush: Brush, marginRect: PIXIRectangle, + marginPercentage: number, xFrom: number, xTo: number, yFrom: number, yTo: number, color: number, opacity: number, dataValue: number) { + var binPrimitive = new HistogramBinPrimitive( + { + Rect: new PIXIRectangle(xFrom, yTo, xTo - xFrom, yFrom - yTo), + MarginRect: marginRect, + MarginPercentage: marginPercentage, + BrushIndex: brush.brushIndex, + Color: color, + Opacity: opacity, + DataValue: dataValue, + BarAxis: barAxis + }); + this.BinPrimitives.push(binPrimitive); + } + + private baseColorFromBrush(brush: Brush): number { + let bc = StyleConstants.BRUSH_COLORS; + if (brush.brushIndex == ModelHelpers.RestBrushIndex(this.histoResult)) { + return StyleConstants.HIGHLIGHT_COLOR; + } + else if (brush.brushIndex == ModelHelpers.OverlapBrushIndex(this.histoResult)) { + return StyleConstants.OVERLAP_COLOR; + } + else if (brush.brushIndex == ModelHelpers.AllBrushIndex(this.histoResult)) { + return 0x00ff00; + } + else if (bc.length > 0) { + return bc[brush.brushIndex! % bc.length]; + } + // else if (this.histoOp.BrushColors.length > 0) { + // return this.histoOp.BrushColors[brush.brushIndex! % this.histoOp.BrushColors.length]; + // } + return StyleConstants.HIGHLIGHT_COLOR; + } +}
\ No newline at end of file diff --git a/src/client/northstar/dash-nodes/HistogramBox.scss b/src/client/northstar/dash-nodes/HistogramBox.scss new file mode 100644 index 000000000..b11840a65 --- /dev/null +++ b/src/client/northstar/dash-nodes/HistogramBox.scss @@ -0,0 +1,34 @@ +.histogrambox-container { + padding: 0vw; + position: absolute; + text-align: center; + width: 100%; + height: 100%; + background: black; + } + .histogrambox-xaxislabel { + position:absolute; + width:100%; + text-align: center; + bottom:0; + background: lightgray; + font-size: 14; + font-weight: bold; + } + .histogrambox-yaxislabel { + position:absolute; + height:100%; + width: 25px; + bottom:0; + background: lightgray; + } + .histogrambox-yaxislabel-text { + position:absolute; + transform-origin: left; + transform: rotate(-90deg); + text-align: center; + font-size: 14; + font-weight: bold; + bottom: calc(50% - 25px); + } +
\ No newline at end of file diff --git a/src/client/northstar/dash-nodes/HistogramBox.tsx b/src/client/northstar/dash-nodes/HistogramBox.tsx new file mode 100644 index 000000000..49ebe5ebc --- /dev/null +++ b/src/client/northstar/dash-nodes/HistogramBox.tsx @@ -0,0 +1,174 @@ +import React = require("react") +import { action, computed, observable, reaction, runInAction, trace } from "mobx"; +import { observer } from "mobx-react"; +import Measure from "react-measure"; +import { FieldWaiting, Opt } from "../../../fields/Field"; +import { Document } from "../../../fields/Document"; +import { KeyStore } from "../../../fields/KeyStore"; +import { CurrentUserUtils } from "../../../server/authentication/models/current_user_utils"; +import { ChartType, VisualBinRange } from '../../northstar/model/binRanges/VisualBinRange'; +import { VisualBinRangeHelper } from "../../northstar/model/binRanges/VisualBinRangeHelper"; +import { AggregateBinRange, AggregateFunction, BinRange, Catalog, DoubleValueAggregateResult, HistogramResult, Result } from "../../northstar/model/idea/idea"; +import { ModelHelpers } from "../../northstar/model/ModelHelpers"; +import { HistogramOperation } from "../../northstar/operations/HistogramOperation"; +import { SizeConverter } from "../../northstar/utils/SizeConverter"; +import { DragManager } from "../../util/DragManager"; +import { FieldView, FieldViewProps } from "../../views/nodes/FieldView"; +import { AttributeTransformationModel } from "../core/attribute/AttributeTransformationModel"; +import { HistogramField } from "../dash-fields/HistogramField"; +import "../utils/Extensions"; +import "./HistogramBox.scss"; +import { HistogramBoxPrimitives } from './HistogramBoxPrimitives'; +import { HistogramLabelPrimitives } from "./HistogramLabelPrimitives"; +import { StyleConstants } from "../utils/StyleContants"; + + +@observer +export class HistogramBox extends React.Component<FieldViewProps> { + public static LayoutString(fieldStr: string = "DataKey") { return FieldView.LayoutString(HistogramBox, fieldStr) } + private _dropXRef = React.createRef<HTMLDivElement>(); + private _dropYRef = React.createRef<HTMLDivElement>(); + private _dropXDisposer?: DragManager.DragDropDisposer; + private _dropYDisposer?: DragManager.DragDropDisposer; + + @observable public PanelWidth: number = 100; + @observable public PanelHeight: number = 100; + @observable public HistoOp: HistogramOperation = HistogramOperation.Empty; + @observable public VisualBinRanges: VisualBinRange[] = []; + @observable public ValueRange: number[] = []; + @computed public get HistogramResult(): HistogramResult { return this.HistoOp.Result as HistogramResult; } + @observable public SizeConverter: SizeConverter = new SizeConverter(); + + @computed get createOperationParamsCache() { trace(); return this.HistoOp.CreateOperationParameters(); } + @computed get BinRanges() { return this.HistogramResult ? this.HistogramResult.binRanges : undefined; } + @computed get ChartType() { + return !this.BinRanges ? ChartType.SinglePoint : this.BinRanges[0] instanceof AggregateBinRange ? + (this.BinRanges[1] instanceof AggregateBinRange ? ChartType.SinglePoint : ChartType.HorizontalBar) : + this.BinRanges[1] instanceof AggregateBinRange ? ChartType.VerticalBar : ChartType.HeatMap; + } + + constructor(props: FieldViewProps) { + super(props); + } + + @action + dropX = (e: Event, de: DragManager.DropEvent) => { + if (de.data instanceof DragManager.DocumentDragData) { + let h = de.data.draggedDocuments[0].GetT(KeyStore.Data, HistogramField); + if (h && h != FieldWaiting) { + this.HistoOp.X = h.Data.X; + } + e.stopPropagation(); + e.preventDefault(); + } + } + @action + dropY = (e: Event, de: DragManager.DropEvent) => { + if (de.data instanceof DragManager.DocumentDragData) { + let h = de.data.draggedDocuments[0].GetT(KeyStore.Data, HistogramField); + if (h && h != FieldWaiting) { + this.HistoOp.Y = h.Data.X; + } + e.stopPropagation(); + e.preventDefault(); + } + } + + @action + xLabelPointerDown = (e: React.PointerEvent) => { + this.HistoOp.X = new AttributeTransformationModel(this.HistoOp.X.AttributeModel, this.HistoOp.X.AggregateFunction == AggregateFunction.None ? AggregateFunction.Count : AggregateFunction.None); + } + @action + yLabelPointerDown = (e: React.PointerEvent) => { + this.HistoOp.Y = new AttributeTransformationModel(this.HistoOp.Y.AttributeModel, this.HistoOp.Y.AggregateFunction == AggregateFunction.None ? AggregateFunction.Count : AggregateFunction.None); + } + + componentDidMount() { + if (this._dropXRef.current) { + this._dropXDisposer = DragManager.MakeDropTarget(this._dropXRef.current, { handlers: { drop: this.dropX.bind(this) } }); + } + if (this._dropYRef.current) { + this._dropYDisposer = DragManager.MakeDropTarget(this._dropYRef.current, { handlers: { drop: this.dropY.bind(this) } }); + } + reaction(() => CurrentUserUtils.NorthstarDBCatalog, (catalog?: Catalog) => this.activateHistogramOperation(catalog), { fireImmediately: true }); + reaction(() => [this.VisualBinRanges && this.VisualBinRanges.slice()], () => this.SizeConverter.SetVisualBinRanges(this.VisualBinRanges)); + reaction(() => [this.PanelHeight, this.PanelWidth], () => this.SizeConverter.SetIsSmall(this.PanelWidth < 40 && this.PanelHeight < 40)) + reaction(() => this.HistogramResult ? this.HistogramResult.binRanges : undefined, + (binRanges: BinRange[] | undefined) => { + if (binRanges) { + this.VisualBinRanges.splice(0, this.VisualBinRanges.length, ...binRanges.map((br, ind) => + VisualBinRangeHelper.GetVisualBinRange(this.HistoOp.Schema!.distinctAttributeParameters, br, this.HistogramResult!, ind ? this.HistoOp.Y : this.HistoOp.X, this.ChartType))); + + let valueAggregateKey = ModelHelpers.CreateAggregateKey(this.HistoOp.Schema!.distinctAttributeParameters, this.HistoOp.V, this.HistogramResult!, ModelHelpers.AllBrushIndex(this.HistogramResult!)); + this.ValueRange = Object.values(this.HistogramResult!.bins!).reduce((prev, cur) => { + let value = ModelHelpers.GetAggregateResult(cur, valueAggregateKey) as DoubleValueAggregateResult; + return value && value.hasResult ? [Math.min(prev[0], value.result!), Math.max(prev[1], value.result!)] : prev; + }, [Number.MAX_VALUE, Number.MIN_VALUE]); + } + }); + } + + componentWillUnmount() { + if (this._dropXDisposer) + this._dropXDisposer(); + if (this._dropYDisposer) + this._dropYDisposer(); + } + + activateHistogramOperation(catalog?: Catalog) { + if (catalog) { + this.props.doc.GetTAsync(this.props.fieldKey, HistogramField).then((histoOp: Opt<HistogramField>) => runInAction(() => { + this.HistoOp = histoOp ? histoOp.Data : HistogramOperation.Empty; + if (this.HistoOp != HistogramOperation.Empty) { + reaction(() => this.props.doc.GetList(KeyStore.LinkedFromDocs, []), (docs: Document[]) => this.HistoOp.Links.splice(0, this.HistoOp.Links.length, ...docs), { fireImmediately: true }); + reaction(() => this.props.doc.GetList(KeyStore.BrushingDocs, []).length, + () => { + let brushingDocs = this.props.doc.GetList(KeyStore.BrushingDocs, [] as Document[]); + let proto = this.props.doc.GetPrototype() as Document; + this.HistoOp.BrushLinks.splice(0, this.HistoOp.BrushLinks.length, ...brushingDocs.map((brush, i) => { + brush.SetNumber(KeyStore.BackgroundColor, StyleConstants.BRUSH_COLORS[i % StyleConstants.BRUSH_COLORS.length]); + let brushed = brush.GetList(KeyStore.BrushingDocs, [] as Document[]); + return { l: brush, b: brushed[0].Id == proto.Id ? brushed[1] : brushed[0] } + })); + }, { fireImmediately: true }); + reaction(() => this.createOperationParamsCache, () => this.HistoOp.Update(), { fireImmediately: true }); + } + })); + } + } + render() { + let labelY = this.HistoOp && this.HistoOp.Y ? this.HistoOp.Y.PresentedName : "<...>"; + let labelX = this.HistoOp && this.HistoOp.X ? this.HistoOp.X.PresentedName : "<...>"; + var h = this.props.isTopMost ? this.PanelHeight : this.props.doc.GetNumber(KeyStore.Height, 0); + var w = this.props.isTopMost ? this.PanelWidth : this.props.doc.GetNumber(KeyStore.Width, 0); + let loff = this.SizeConverter.LeftOffset; + let toff = this.SizeConverter.TopOffset; + let roff = this.SizeConverter.RightOffset; + let boff = this.SizeConverter.BottomOffset; + return ( + <Measure onResize={(r: any) => runInAction(() => { this.PanelWidth = r.entry.width; this.PanelHeight = r.entry.height })}> + {({ measureRef }) => + <div className="histogrambox-container" ref={measureRef} style={{ transform: `translate(${-w / 2}px, ${-h / 2}px)` }}> + <div className="histogrambox-yaxislabel" onPointerDown={this.yLabelPointerDown} ref={this._dropYRef} > + <span className="histogrambox-yaxislabel-text"> + {labelY} + </span> + </div> + <div className="histogrambox-primitives" style={{ + transform: `translate(${loff + 25}px, ${toff}px)`, + width: `calc(100% - ${loff + roff + 25}px)`, + height: `calc(100% - ${toff + boff}px)`, + }}> + <HistogramLabelPrimitives HistoBox={this} /> + <HistogramBoxPrimitives HistoBox={this} /> + </div> + <div className="histogrambox-xaxislabel" onPointerDown={this.xLabelPointerDown} ref={this._dropXRef} > + {labelX} + </div> + </div> + } + </Measure> + ) + } +} + diff --git a/src/client/northstar/dash-nodes/HistogramBoxPrimitives.scss b/src/client/northstar/dash-nodes/HistogramBoxPrimitives.scss new file mode 100644 index 000000000..ce9edd65e --- /dev/null +++ b/src/client/northstar/dash-nodes/HistogramBoxPrimitives.scss @@ -0,0 +1,30 @@ +.histogramboxprimitives-container { + width: 100%; + height: 100%; +} +.histogramboxprimitives-border { + border: 3px; + border-style: solid; + border-color: white; + pointer-events: none; + position: absolute; +} +.histogramboxprimitives-bar { + position: absolute; + border: 1px; + border-style: solid; + border-color: #282828; + pointer-events: all; +} + +.histogramboxprimitives-placer { + position: absolute; + pointer-events: none; + width: 100%; + height: 100%; +} +.histogramboxprimitives-line { + position: absolute; + background: darkGray; + opacity: 0.4; +}
\ No newline at end of file diff --git a/src/client/northstar/dash-nodes/HistogramBoxPrimitives.tsx b/src/client/northstar/dash-nodes/HistogramBoxPrimitives.tsx new file mode 100644 index 000000000..e9adb3ce5 --- /dev/null +++ b/src/client/northstar/dash-nodes/HistogramBoxPrimitives.tsx @@ -0,0 +1,124 @@ +import React = require("react") +import { computed, observable, reaction, runInAction, trace } from "mobx"; +import { observer } from "mobx-react"; +import { Utils as DashUtils } from '../../../Utils'; +import { FilterModel } from "../../northstar/core/filter/FilterModel"; +import { ModelHelpers } from "../../northstar/model/ModelHelpers"; +import { ArrayUtil } from "../../northstar/utils/ArrayUtil"; +import { LABColor } from '../../northstar/utils/LABcolor'; +import { PIXIRectangle } from "../../northstar/utils/MathUtil"; +import { StyleConstants } from "../../northstar/utils/StyleContants"; +import { HistogramBinPrimitiveCollection, HistogramBinPrimitive } from "./HistogramBinPrimitiveCollection"; +import { HistogramBox } from "./HistogramBox"; +import "./HistogramBoxPrimitives.scss"; + +export interface HistogramPrimitivesProps { + HistoBox: HistogramBox; +} +@observer +export class HistogramBoxPrimitives extends React.Component<HistogramPrimitivesProps> { + private get histoOp() { return this.props.HistoBox.HistoOp; } + private get renderDimension() { return this.props.HistoBox.SizeConverter.RenderDimension; } + @observable _selectedPrims: HistogramBinPrimitive[] = []; + @computed get xaxislines() { return this.renderGridLinesAndLabels(0); } + @computed get yaxislines() { return this.renderGridLinesAndLabels(1); } + @computed get selectedPrimitives() { return this._selectedPrims.map(bp => this.drawRect(bp.Rect, bp.BarAxis, undefined, "border")); } + @computed get binPrimitives() { + let histoResult = this.props.HistoBox.HistogramResult; + if (!histoResult || !histoResult.bins || !this.props.HistoBox.VisualBinRanges.length) + return (null); + trace(); + let allBrushIndex = ModelHelpers.AllBrushIndex(histoResult); + return Object.keys(histoResult.bins).reduce((prims, key) => { + let drawPrims = new HistogramBinPrimitiveCollection(histoResult!.bins![key], this.props.HistoBox); + let toggle = this.getSelectionToggle(drawPrims.BinPrimitives, allBrushIndex, + ModelHelpers.GetBinFilterModel(histoResult!.bins![key], allBrushIndex, histoResult!, this.histoOp.X, this.histoOp.Y)); + drawPrims.BinPrimitives.filter(bp => bp.DataValue && bp.BrushIndex !== allBrushIndex).map(bp => + prims.push(...[{ r: bp.Rect, c: bp.Color }, { r: bp.MarginRect, c: StyleConstants.MARGIN_BARS_COLOR }].map(pair => this.drawRect(pair.r, bp.BarAxis, pair.c, "bar", toggle)))); + return prims; + }, [] as JSX.Element[]); + } + + componentDidMount() { + reaction(() => this.props.HistoBox.HistoOp.FilterString, () => this._selectedPrims.length = this.histoOp.FilterModels.length = 0); + } + + private getSelectionToggle(binPrimitives: HistogramBinPrimitive[], allBrushIndex: number, filterModel: FilterModel) { + let allBrushPrim = ArrayUtil.FirstOrDefault(binPrimitives, bp => bp.BrushIndex == allBrushIndex); + return !allBrushPrim ? () => { } : () => runInAction(() => { + if (ArrayUtil.Contains(this.histoOp.FilterModels, filterModel)) { + this._selectedPrims.splice(this._selectedPrims.indexOf(allBrushPrim!), 1); + this.histoOp.RemoveFilterModels([filterModel]); + } + else { + this._selectedPrims.push(allBrushPrim!); + this.histoOp.AddFilterModels([filterModel]); + } + }) + } + + private renderGridLinesAndLabels(axis: number) { + if (!this.props.HistoBox.SizeConverter.Initialized) + return (null); + let labels = this.props.HistoBox.VisualBinRanges[axis].GetLabels(); + return labels.reduce((prims, binLabel, i) => { + let r = this.props.HistoBox.SizeConverter.DataToScreenRange(binLabel.minValue!, binLabel.maxValue!, axis); + prims.push(this.drawLine(r.xFrom, r.yFrom, axis == 0 ? 0 : r.xTo - r.xFrom, axis == 0 ? r.yTo - r.yFrom : 0)); + if (i == labels.length - 1) + prims.push(this.drawLine(axis == 0 ? r.xTo : r.xFrom, axis == 0 ? r.yFrom : r.yTo, axis == 0 ? 0 : r.xTo - r.xFrom, axis == 0 ? r.yTo - r.yFrom : 0)); + return prims; + }, [] as JSX.Element[]); + } + + drawEntity(xFrom: number, yFrom: number, entity: JSX.Element) { + let transXpercent = xFrom / this.renderDimension * 100; + let transYpercent = yFrom / this.renderDimension * 100; + return (<div key={DashUtils.GenerateGuid()} className={`histogramboxprimitives-placer`} style={{ transform: `translate(${transXpercent}%, ${transYpercent}%)` }}> + {entity} + </div>); + } + drawLine(xFrom: number, yFrom: number, width: number, height: number) { + if (height < 0) { + yFrom += height; + height = -height; + } + if (width < 0) { + xFrom += width; + width = -width; + } + let trans2Xpercent = width == 0 ? `1px` : `${(xFrom + width) / this.renderDimension * 100}%`; + let trans2Ypercent = height == 0 ? `1px` : `${(yFrom + height) / this.renderDimension * 100}%`; + let line = (<div className="histogramboxprimitives-line" style={{ width: trans2Xpercent, height: trans2Ypercent, }} />); + return this.drawEntity(xFrom, yFrom, line); + } + drawRect(r: PIXIRectangle, barAxis: number, color: number | undefined, classExt: string, tapHandler: () => void = () => { }) { + if (r.height < 0) { + r.y += r.height; + r.height = -r.height; + } + if (r.width < 0) { + r.x += r.width; + r.width = -r.width; + } + let widthPercent = r.width / this.renderDimension * 100; + let heightPercent = r.height / this.renderDimension * 100; + let rect = (<div className={`histogramboxprimitives-${classExt}`} onPointerDown={(e: React.PointerEvent) => { if (e.button == 0) tapHandler() }} + style={{ + borderBottomStyle: barAxis == 1 ? "none" : "solid", + borderLeftStyle: barAxis == 0 ? "none" : "solid", + width: `${widthPercent}%`, + height: `${heightPercent}%`, + background: color ? `${LABColor.RGBtoHexString(color)}` : "" + }} + />); + return this.drawEntity(r.x, r.y, rect); + } + render() { + return <div className="histogramboxprimitives-container"> + {this.xaxislines} + {this.yaxislines} + {this.binPrimitives} + {this.selectedPrimitives} + </div> + } +}
\ No newline at end of file diff --git a/src/client/northstar/dash-nodes/HistogramLabelPrimitives.scss b/src/client/northstar/dash-nodes/HistogramLabelPrimitives.scss new file mode 100644 index 000000000..304d33771 --- /dev/null +++ b/src/client/northstar/dash-nodes/HistogramLabelPrimitives.scss @@ -0,0 +1,13 @@ + + .histogramLabelPrimitives-gridlabel { + position:absolute; + transform-origin: left top; + font-size: 11; + color:white; + } + .histogramLabelPrimitives-placer { + position:absolute; + width:100%; + height:100%; + pointer-events: none; + }
\ No newline at end of file diff --git a/src/client/northstar/dash-nodes/HistogramLabelPrimitives.tsx b/src/client/northstar/dash-nodes/HistogramLabelPrimitives.tsx new file mode 100644 index 000000000..93b237deb --- /dev/null +++ b/src/client/northstar/dash-nodes/HistogramLabelPrimitives.tsx @@ -0,0 +1,79 @@ +import React = require("react") +import { action, computed, reaction } from "mobx"; +import { observer } from "mobx-react"; +import { Utils as DashUtils } from '../../../Utils'; +import { NominalVisualBinRange } from "../model/binRanges/NominalVisualBinRange"; +import "../utils/Extensions"; +import { StyleConstants } from "../utils/StyleContants"; +import { HistogramBox } from "./HistogramBox"; +import "./HistogramLabelPrimitives.scss"; +import { HistogramPrimitivesProps } from "./HistogramBoxPrimitives"; + +@observer +export class HistogramLabelPrimitives extends React.Component<HistogramPrimitivesProps> { + componentDidMount() { + reaction(() => [this.props.HistoBox.PanelWidth, this.props.HistoBox.SizeConverter.LeftOffset, this.props.HistoBox.VisualBinRanges.length], + (fields) => HistogramLabelPrimitives.computeLabelAngle(fields[0] as number, fields[1] as number, this.props.HistoBox), { fireImmediately: true }); + } + + @action + static computeLabelAngle(panelWidth: number, leftOffset: number, histoBox: HistogramBox) { + const textWidth = 30; + if (panelWidth > 0 && histoBox.VisualBinRanges.length && histoBox.VisualBinRanges[0] instanceof NominalVisualBinRange) { + let space = (panelWidth - leftOffset * 2) / histoBox.VisualBinRanges[0].GetBins().length; + histoBox.SizeConverter.SetLabelAngle(Math.min(Math.PI / 2, Math.max(Math.PI / 6, textWidth / space * Math.PI / 2))); + } else if (histoBox.SizeConverter.LabelAngle) { + histoBox.SizeConverter.SetLabelAngle(0); + } + } + @computed get xaxislines() { return this.renderGridLinesAndLabels(0); } + @computed get yaxislines() { return this.renderGridLinesAndLabels(1); } + + private renderGridLinesAndLabels(axis: number) { + let sc = this.props.HistoBox.SizeConverter; + let vb = this.props.HistoBox.VisualBinRanges; + if (!vb.length || !sc.Initialized) + return (null); + let dim = (axis == 0 ? this.props.HistoBox.PanelWidth : this.props.HistoBox.PanelHeight) / ((axis == 0 && vb[axis] instanceof NominalVisualBinRange) ? + (12 + 5) : // (<number>FontStyles.AxisLabel.fontSize + 5))); + sc.MaxLabelSizes[axis].coords[axis] + 5); + + let labels = vb[axis].GetLabels(); + return labels.reduce((prims, binLabel, i) => { + let r = sc.DataToScreenRange(binLabel.minValue!, binLabel.maxValue!, axis); + if (i % Math.ceil(labels.length / dim) === 0 && binLabel.label) { + const label = binLabel.label.Truncate(StyleConstants.MAX_CHAR_FOR_HISTOGRAM_LABELS, "..."); + const textHeight = 14; const textWidth = 30; + let xStart = (axis === 0 ? r.xFrom + (r.xTo - r.xFrom) / 2.0 : r.xFrom - 10 - textWidth); + let yStart = (axis === 1 ? r.yFrom - textHeight / 2 : r.yFrom); + + if (axis == 0 && vb[axis] instanceof NominalVisualBinRange) { + let space = (r.xTo - r.xFrom) / sc.RenderDimension * this.props.HistoBox.PanelWidth; + xStart += Math.max(textWidth / 2, (1 - textWidth / space) * textWidth / 2) - textHeight / 2; + } + + let xPercent = axis == 1 ? `${xStart}px` : `${xStart / sc.RenderDimension * 100}%` + let yPercent = axis == 0 ? `${this.props.HistoBox.PanelHeight - sc.BottomOffset - textHeight}px` : `${yStart / sc.RenderDimension * 100}%` + + prims.push( + <div className="histogramLabelPrimitives-placer" key={DashUtils.GenerateGuid()} style={{ transform: `translate(${xPercent}, ${yPercent})` }}> + <div className="histogramLabelPrimitives-gridlabel" style={{ transform: `rotate(${axis == 0 ? sc.LabelAngle : 0}rad)` }}> + {label} + </div> + </div> + ) + } + return prims; + }, [] as JSX.Element[]); + } + + render() { + let xaxislines = this.xaxislines; + let yaxislines = this.yaxislines; + return <div className="histogramLabelPrimitives-container"> + {xaxislines} + {yaxislines} + </div> + } + +}
\ No newline at end of file diff --git a/src/client/northstar/manager/Gateway.ts b/src/client/northstar/manager/Gateway.ts new file mode 100644 index 000000000..5ae5e4f47 --- /dev/null +++ b/src/client/northstar/manager/Gateway.ts @@ -0,0 +1,269 @@ +import { Catalog, OperationReference, Result, CompileResults } from "../model/idea/idea" +import { computed, observable, action } from "mobx"; + +export class Gateway { + + private static _instance: Gateway; + + private constructor() { + } + + public static get Instance() { + return this._instance || (this._instance = new this()); + } + + public async GetCatalog(): Promise<Catalog> { + try { + const json = await this.MakeGetRequest("catalog"); + const cat = Catalog.fromJS(json); + return cat; + } + catch (error) { + throw new Error("can not reach northstar's backend"); + } + } + + public async ClearCatalog(): Promise<void> { + try { + const json = await this.MakePostJsonRequest("Datamart/ClearAllAugmentations", {}); + } + catch (error) { + throw new Error("can not reach northstar's backend"); + } + } + + public async TerminateServer(): Promise<void> { + try { + const url = Gateway.ConstructUrl("terminateServer"); + const response = await fetch(url, + { + redirect: "follow", + method: "POST", + credentials: "include" + }); + } + catch (error) { + throw new Error("can not reach northstar's backend"); + } + } + + public async Compile(data: any): Promise<CompileResults | undefined> { + const json = await this.MakePostJsonRequest("compile", data); + if (json != null) { + const cr = CompileResults.fromJS(json); + return cr; + } + } + + public async SubmitResult(data: any): Promise<void> { + try { + console.log(data); + const url = Gateway.ConstructUrl("submitProblem"); + const response = await fetch(url, + { + redirect: "follow", + method: "POST", + credentials: "include", + body: JSON.stringify(data) + }); + } + catch (error) { + throw new Error("can not reach northstar's backend"); + } + } + + public async SpecifyProblem(data: any): Promise<void> { + try { + console.log(data); + const url = Gateway.ConstructUrl("specifyProblem"); + const response = await fetch(url, + { + redirect: "follow", + method: "POST", + credentials: "include", + body: JSON.stringify(data) + }); + } + catch (error) { + throw new Error("can not reach northstar's backend"); + } + } + + public async ExportToScript(solutionId: string): Promise<string> { + try { + const url = Gateway.ConstructUrl("exportsolution/script/" + solutionId); + const response = await fetch(url, + { + redirect: "follow", + method: "GET", + credentials: "include" + }); + return await response.text(); + } + catch (error) { + throw new Error("can not reach northstar's backend"); + } + } + + + public async StartOperation(data: any): Promise<OperationReference | undefined> { + const json = await this.MakePostJsonRequest("operation", data); + if (json != null) { + const or = OperationReference.fromJS(json); + return or; + } + } + + public async GetResult(data: any): Promise<Result | undefined> { + const json = await this.MakePostJsonRequest("result", data); + if (json != null) { + const res = Result.fromJS(json); + return res; + } + } + + public async PauseOperation(data: any): Promise<void> { + const url = Gateway.ConstructUrl("pause"); + await fetch(url, + { + redirect: "follow", + method: "POST", + credentials: "include", + body: JSON.stringify(data) + }); + } + + public async MakeGetRequest(endpoint: string, signal?: AbortSignal): Promise<any> { + const url = Gateway.ConstructUrl(endpoint); + const response = await fetch(url, + { + redirect: "follow", + method: "GET", + credentials: "include", + signal + }); + const json = await response.json(); + return json; + } + + public async MakePostJsonRequest(endpoint: string, data: any, signal?: AbortSignal): Promise<any> { + const url = Gateway.ConstructUrl(endpoint); + const response = await fetch(url, + { + redirect: "follow", + method: "POST", + credentials: "include", + body: JSON.stringify(data), + signal + }); + const json = await response.json(); + return json; + } + + + public static ConstructUrl(appendix: string): string { + let base = Settings.Instance.ServerUrl; + if (base.slice(-1) == "/") { + base = base.slice(0, -1); + } + let url = base + "/" + Settings.Instance.ServerApiPath + "/" + appendix; + return url; + } +} + +declare var ENV: any; + +export class Settings { + private _environment: any; + + @observable + public ServerUrl: string = document.URL; + + @observable + public ServerApiPath?: string; + + @observable + public SampleSize?: number; + + @observable + public XBins?: number; + + @observable + public YBins?: number; + + @observable + public SplashTimeInMS?: number; + + @observable + public ShowFpsCounter?: boolean; + + @observable + public IsMenuFixed?: boolean; + + @observable + public ShowShutdownButton?: boolean; + + @observable + public IsDarpa?: boolean; + + @observable + public IsIGT?: boolean; + + @observable + public DegreeOfParallelism?: number; + + @observable + public ShowWarnings?: boolean; + + @computed + public get IsDev(): boolean { + return ENV.IsDev; + } + + @computed + public get TestDataFolderPath(): string { + return this.Origin + "testdata/"; + } + + @computed + public get Origin(): string { + return window.location.origin + "/"; + } + + private static _instance: Settings; + + @action + public Update(environment: any): void { + /*let serverParam = new URL(document.URL).searchParams.get("serverUrl"); + if (serverParam) { + if (serverParam === "debug") { + this.ServerUrl = `http://${window.location.hostname}:1234`; + } + else { + this.ServerUrl = serverParam; + } + } + else { + this.ServerUrl = environment["SERVER_URL"] ? environment["SERVER_URL"] : document.URL; + }*/ + this.ServerUrl = environment["SERVER_URL"] ? environment["SERVER_URL"] : document.URL; + this.ServerApiPath = environment["SERVER_API_PATH"]; + this.SampleSize = environment["SAMPLE_SIZE"]; + this.XBins = environment["X_BINS"]; + this.YBins = environment["Y_BINS"]; + this.SplashTimeInMS = environment["SPLASH_TIME_IN_MS"]; + this.ShowFpsCounter = environment["SHOW_FPS_COUNTER"]; + this.ShowShutdownButton = environment["SHOW_SHUTDOWN_BUTTON"]; + this.IsMenuFixed = environment["IS_MENU_FIXED"]; + this.IsDarpa = environment["IS_DARPA"]; + this.IsIGT = environment["IS_IGT"]; + this.DegreeOfParallelism = environment["DEGREE_OF_PARALLISM"]; + } + + public static get Instance(): Settings { + if (!this._instance) { + this._instance = new Settings(); + } + return this._instance; + } +} diff --git a/src/client/northstar/model/ModelExtensions.ts b/src/client/northstar/model/ModelExtensions.ts new file mode 100644 index 000000000..9fcba7f1c --- /dev/null +++ b/src/client/northstar/model/ModelExtensions.ts @@ -0,0 +1,48 @@ +import { AttributeParameters, Brush, MarginAggregateParameters, SingleDimensionAggregateParameters, Solution } from '../model/idea/idea' +import { Utils } from '../utils/Utils' + +import { FilterModel } from '../core/filter/FilterModel' + +(SingleDimensionAggregateParameters as any).prototype["Equals"] = function (other: Object) { + if (!Utils.EqualityHelper(this, other)) return false; + if (!Utils.EqualityHelper((this as SingleDimensionAggregateParameters).attributeParameters!, + (other as SingleDimensionAggregateParameters).attributeParameters!)) return false; + if (!((this as SingleDimensionAggregateParameters).attributeParameters! as any)["Equals"]((other as SingleDimensionAggregateParameters).attributeParameters)) return false; + return true; +} + +{ + (AttributeParameters as any).prototype["Equals"] = function (other: AttributeParameters) { + return (<any>this).constructor.name === (<any>other).constructor.name && + this.rawName === other.rawName; + } +} + +{ + (Solution as any).prototype["Equals"] = function (other: Object) { + if (!Utils.EqualityHelper(this, other)) return false; + if ((this as Solution).solutionId !== (other as Solution).solutionId) return false; + return true; + } +} + +{ + (MarginAggregateParameters as any).prototype["Equals"] = function (other: Object) { + if (!Utils.EqualityHelper(this, other)) return false; + if (!Utils.EqualityHelper((this as SingleDimensionAggregateParameters).attributeParameters!, + (other as SingleDimensionAggregateParameters).attributeParameters!)) return false; + if (!((this as SingleDimensionAggregateParameters).attributeParameters! as any)["Equals"]((other as SingleDimensionAggregateParameters).attributeParameters!)) return false; + + if ((this as MarginAggregateParameters).aggregateFunction !== (other as MarginAggregateParameters).aggregateFunction) return false; + return true; + } +} + +{ + (Brush as any).prototype["Equals"] = function (other: Object) { + if (!Utils.EqualityHelper(this, other)) return false; + if ((this as Brush).brushEnum !== (other as Brush).brushEnum) return false; + if ((this as Brush).brushIndex !== (other as Brush).brushIndex) return false; + return true; + } +}
\ No newline at end of file diff --git a/src/client/northstar/model/ModelHelpers.ts b/src/client/northstar/model/ModelHelpers.ts new file mode 100644 index 000000000..d0711fb69 --- /dev/null +++ b/src/client/northstar/model/ModelHelpers.ts @@ -0,0 +1,215 @@ + +import { action } from "mobx"; +import { AggregateFunction, AggregateKey, AggregateParameters, AttributeColumnParameters, AttributeParameters, AverageAggregateParameters, Bin, BinningParameters, Brush, BrushEnum, CountAggregateParameters, DataType, EquiWidthBinningParameters, HistogramResult, MarginAggregateParameters, SingleBinBinningParameters, SingleDimensionAggregateParameters, SumAggregateParameters, AggregateBinRange, NominalBinRange, AlphabeticBinRange, Predicate, Schema, Attribute, AttributeGroup, Exception, AttributeBackendParameters, AttributeCodeParameters } from '../model/idea/idea'; +import { ValueComparison } from "../core/filter/ValueComparision"; +import { ArrayUtil } from "../utils/ArrayUtil"; +import { AttributeModel, ColumnAttributeModel, BackendAttributeModel, CodeAttributeModel } from "../core/attribute/AttributeModel"; +import { FilterModel } from "../core/filter/FilterModel"; +import { AlphabeticVisualBinRange } from "./binRanges/AlphabeticVisualBinRange"; +import { NominalVisualBinRange } from "./binRanges/NominalVisualBinRange"; +import { VisualBinRangeHelper } from "./binRanges/VisualBinRangeHelper"; +import { AttributeTransformationModel } from "../core/attribute/AttributeTransformationModel"; +import { CurrentUserUtils } from "../../../server/authentication/models/current_user_utils"; + +export class ModelHelpers { + + public static CreateAggregateKey(distinctAttributeParameters: AttributeParameters | undefined, atm: AttributeTransformationModel, histogramResult: HistogramResult, + brushIndex: number, aggParameters?: SingleDimensionAggregateParameters): AggregateKey { + { + if (aggParameters == undefined) { + aggParameters = ModelHelpers.GetAggregateParameter(distinctAttributeParameters, atm); + } + else { + aggParameters.attributeParameters = ModelHelpers.GetAttributeParameters(atm.AttributeModel); + } + return new AggregateKey( + { + aggregateParameterIndex: ModelHelpers.GetAggregateParametersIndex(histogramResult, aggParameters), + brushIndex: brushIndex + }); + } + } + + public static GetAggregateParametersIndex(histogramResult: HistogramResult, aggParameters?: AggregateParameters): number { + return ArrayUtil.IndexOfWithEqual(histogramResult.aggregateParameters!, aggParameters); + } + + public static GetAggregateParameter(distinctAttributeParameters: AttributeParameters | undefined, atm: AttributeTransformationModel): AggregateParameters | undefined { + var aggParam: AggregateParameters | undefined; + if (atm.AggregateFunction === AggregateFunction.Avg) { + var avg = new AverageAggregateParameters(); + avg.attributeParameters = ModelHelpers.GetAttributeParameters(atm.AttributeModel); + avg.distinctAttributeParameters = distinctAttributeParameters; + aggParam = avg; + } + else if (atm.AggregateFunction === AggregateFunction.Count) { + var cnt = new CountAggregateParameters(); + cnt.attributeParameters = ModelHelpers.GetAttributeParameters(atm.AttributeModel); + cnt.distinctAttributeParameters = distinctAttributeParameters; + aggParam = cnt; + } + else if (atm.AggregateFunction === AggregateFunction.Sum) { + var sum = new SumAggregateParameters(); + sum.attributeParameters = ModelHelpers.GetAttributeParameters(atm.AttributeModel); + sum.distinctAttributeParameters = distinctAttributeParameters; + aggParam = sum; + } + return aggParam; + } + + public static GetAggregateParametersWithMargins(distinctAttributeParameters: AttributeParameters | undefined, atms: Array<AttributeTransformationModel>): Array<AggregateParameters> { + var aggregateParameters = new Array<AggregateParameters>(); + atms.forEach(agg => { + var aggParams = ModelHelpers.GetAggregateParameter(distinctAttributeParameters, agg); + if (aggParams) { + aggregateParameters.push(aggParams); + + var margin = new MarginAggregateParameters() + margin.aggregateFunction = agg.AggregateFunction; + margin.attributeParameters = ModelHelpers.GetAttributeParameters(agg.AttributeModel); + margin.distinctAttributeParameters = distinctAttributeParameters; + aggregateParameters.push(margin); + } + }); + + return aggregateParameters; + } + + public static GetBinningParameters(attr: AttributeTransformationModel, nrOfBins: number, minvalue?: number, maxvalue?: number): BinningParameters { + if (attr.AggregateFunction === AggregateFunction.None) { + return new EquiWidthBinningParameters( + { + attributeParameters: ModelHelpers.GetAttributeParameters(attr.AttributeModel), + requestedNrOfBins: nrOfBins, + minValue: minvalue, + maxValue: maxvalue + }); + } + else { + return new SingleBinBinningParameters( + { + attributeParameters: ModelHelpers.GetAttributeParameters(attr.AttributeModel) + }); + } + } + + public static GetAttributeParametersFromAttributeModel(am: AttributeModel): AttributeParameters { + if (am instanceof ColumnAttributeModel) { + return new AttributeColumnParameters( + { + rawName: am.CodeName, + visualizationHints: am.VisualizationHints + }); + } + else if (am instanceof BackendAttributeModel) { + return new AttributeBackendParameters( + { + rawName: am.CodeName, + visualizationHints: am.VisualizationHints, + id: (am as BackendAttributeModel).Id + }); + } + else if (am instanceof CodeAttributeModel) { + return new AttributeCodeParameters( + { + rawName: am.CodeName, + visualizationHints: am.VisualizationHints, + code: (am as CodeAttributeModel).Code + }); + } + else { + throw new Exception() + } + } + + public static GetAttributeParameters(am: AttributeModel): AttributeParameters { + return this.GetAttributeParametersFromAttributeModel(am); + } + + public static OverlapBrushIndex(histogramResult: HistogramResult): number { + var brush = ArrayUtil.First(histogramResult.brushes!, (b: any) => b.brushEnum === BrushEnum.Overlap); + return ModelHelpers.GetBrushIndex(histogramResult, brush); + } + + public static AllBrushIndex(histogramResult: HistogramResult): number { + var brush = ArrayUtil.First(histogramResult.brushes!, (b: any) => b.brushEnum === BrushEnum.All); + return ModelHelpers.GetBrushIndex(histogramResult, brush); + } + + public static RestBrushIndex(histogramResult: HistogramResult): number { + var brush = ArrayUtil.First(histogramResult.brushes!, (b: Brush) => b.brushEnum === BrushEnum.Rest); + return ModelHelpers.GetBrushIndex(histogramResult, brush); + } + + public static GetBrushIndex(histogramResult: HistogramResult, brush: Brush): number { + return ArrayUtil.IndexOfWithEqual(histogramResult.brushes!, brush); + } + + public static GetAggregateResult(bin: Bin, aggregateKey: AggregateKey) { + if (aggregateKey.aggregateParameterIndex == -1 || aggregateKey.brushIndex == -1) { + return null; + } + return bin.aggregateResults![aggregateKey.aggregateParameterIndex! * bin.ySize! + aggregateKey.brushIndex!]; + } + + @action + public static PossibleAggegationFunctions(atm: AttributeTransformationModel): Array<AggregateFunction> { + var ret = new Array<AggregateFunction>(); + ret.push(AggregateFunction.None); + ret.push(AggregateFunction.Count); + if (atm.AttributeModel.DataType == DataType.Float || + atm.AttributeModel.DataType == DataType.Double || + atm.AttributeModel.DataType == DataType.Int) { + ret.push(AggregateFunction.Avg); + ret.push(AggregateFunction.Sum); + } + return ret; + } + + public static GetBinFilterModel( + bin: Bin, brushIndex: number, histogramResult: HistogramResult, + xAom: AttributeTransformationModel, yAom: AttributeTransformationModel): FilterModel { + var dimensions: Array<AttributeTransformationModel> = [xAom, yAom]; + var filterModel = new FilterModel(); + + for (var i = 0; i < histogramResult.binRanges!.length; i++) { + if (!(histogramResult.binRanges![i] instanceof AggregateBinRange)) { + var binRange = VisualBinRangeHelper.GetNonAggregateVisualBinRange(histogramResult.binRanges![i]); + var dataFrom = binRange.GetValueFromIndex(bin.binIndex!.indices![i]); + var dataTo = binRange.AddStep(dataFrom); + + if (binRange instanceof NominalVisualBinRange) { + var tt = binRange.GetLabel(dataFrom); + filterModel.ValueComparisons.push(new ValueComparison(dimensions[i].AttributeModel, Predicate.EQUALS, tt)); + } + else if (binRange instanceof AlphabeticVisualBinRange) { + filterModel.ValueComparisons.push(new ValueComparison(dimensions[i].AttributeModel, Predicate.STARTS_WITH, + binRange.GetLabel(dataFrom))); + } + else { + filterModel.ValueComparisons.push(new ValueComparison(dimensions[i].AttributeModel, Predicate.GREATER_THAN_EQUAL, dataFrom)); + filterModel.ValueComparisons.push(new ValueComparison(dimensions[i].AttributeModel, Predicate.LESS_THAN, dataTo)); + } + } + } + + return filterModel; + } + + public GetAllAttributes(schema: Schema) { + if (!schema || !schema.rootAttributeGroup) { + return []; + } + const recurs = (attrs: Attribute[], g: AttributeGroup) => { + if (g.attributes) { + attrs.push.apply(attrs, g.attributes); + if (g.attributeGroups) { + g.attributeGroups.forEach(ng => recurs(attrs, ng)); + } + } + }; + const allAttributes: Attribute[] = new Array<Attribute>(); + recurs(allAttributes, schema.rootAttributeGroup); + return allAttributes; + } +}
\ No newline at end of file diff --git a/src/client/northstar/model/binRanges/AlphabeticVisualBinRange.ts b/src/client/northstar/model/binRanges/AlphabeticVisualBinRange.ts new file mode 100644 index 000000000..995bf4e0b --- /dev/null +++ b/src/client/northstar/model/binRanges/AlphabeticVisualBinRange.ts @@ -0,0 +1,52 @@ +import { AlphabeticBinRange, BinLabel } from '../../model/idea/idea' +import { VisualBinRange } from './VisualBinRange' + +export class AlphabeticVisualBinRange extends VisualBinRange { + public DataBinRange: AlphabeticBinRange; + + constructor(dataBinRange: AlphabeticBinRange) { + super(); + this.DataBinRange = dataBinRange; + } + + public AddStep(value: number): number { + return value + 1; + } + + public GetValueFromIndex(index: number): number { + return index; + } + + public GetBins(): number[] { + var bins = new Array<number>(); + var idx = 0; + for (var key in this.DataBinRange.labelsValue) { + if (this.DataBinRange.labelsValue.hasOwnProperty(key)) { + bins.push(idx); + idx++; + } + } + return bins; + } + + public GetLabel(value: number): string { + return this.DataBinRange.prefix + this.DataBinRange.valuesLabel![value]; + } + + public GetLabels(): Array<BinLabel> { + var labels = new Array<BinLabel>(); + var count = 0; + for (var key in this.DataBinRange.valuesLabel) { + if (this.DataBinRange.valuesLabel.hasOwnProperty(key)) { + var value = this.DataBinRange.valuesLabel[key]; + labels.push(new BinLabel({ + value: parseFloat(key), + minValue: count++, + maxValue: count, + label: this.DataBinRange.prefix + value + })); + } + } + return labels; + } +}
\ No newline at end of file diff --git a/src/client/northstar/model/binRanges/DateTimeVisualBinRange.ts b/src/client/northstar/model/binRanges/DateTimeVisualBinRange.ts new file mode 100644 index 000000000..9313fb1a7 --- /dev/null +++ b/src/client/northstar/model/binRanges/DateTimeVisualBinRange.ts @@ -0,0 +1,105 @@ +import { DateTimeBinRange, DateTimeStep, DateTimeStepGranularity } from '../idea/idea' +import { VisualBinRange } from './VisualBinRange' + +export class DateTimeVisualBinRange extends VisualBinRange { + public DataBinRange: DateTimeBinRange; + + constructor(dataBinRange: DateTimeBinRange) { + super(); + this.DataBinRange = dataBinRange; + } + + public AddStep(value: number): number { + return DateTimeVisualBinRange.AddToDateTimeTicks(value, this.DataBinRange.step!); + } + + public GetValueFromIndex(index: number): number { + var v = this.DataBinRange.minValue!; + for (var i = 0; i < index; i++) { + v = this.AddStep(v); + } + return v; + } + + public GetBins(): number[] { + var bins = new Array<number>(); + for (var v: number = this.DataBinRange.minValue!; + v < this.DataBinRange.maxValue!; + v = DateTimeVisualBinRange.AddToDateTimeTicks(v, this.DataBinRange.step!)) { + bins.push(v); + } + return bins; + } + + private pad(n: number, size: number) { + var sign = n < 0 ? '-' : ''; + return sign + new Array(size).concat([Math.abs(n)]).join('0').slice(-size); + } + + + public GetLabel(value: number): string { + var dt = DateTimeVisualBinRange.TicksToDate(value); + if (this.DataBinRange.step!.dateTimeStepGranularity == DateTimeStepGranularity.Second || + this.DataBinRange.step!.dateTimeStepGranularity == DateTimeStepGranularity.Minute) { + return ("" + this.pad(dt.getMinutes(), 2) + ":" + this.pad(dt.getSeconds(), 2)); + //return dt.ToString("mm:ss"); + } + else if (this.DataBinRange.step!.dateTimeStepGranularity == DateTimeStepGranularity.Hour) { + return (this.pad(dt.getHours(), 2) + ":" + this.pad(dt.getMinutes(), 2)); + //return dt.ToString("HH:mm"); + } + else if (this.DataBinRange.step!.dateTimeStepGranularity == DateTimeStepGranularity.Day) { + return ((dt.getMonth() + 1) + "/" + dt.getDate() + "/" + dt.getFullYear()); + //return dt.ToString("MM/dd/yyyy"); + } + else if (this.DataBinRange.step!.dateTimeStepGranularity == DateTimeStepGranularity.Month) { + //return dt.ToString("MM/yyyy"); + return ((dt.getMonth() + 1) + "/" + dt.getFullYear()); + } + else if (this.DataBinRange.step!.dateTimeStepGranularity == DateTimeStepGranularity.Year) { + return "" + dt.getFullYear(); + } + return "n/a"; + } + + public static TicksToDate(ticks: number): Date { + var dd = new Date((ticks - 621355968000000000) / 10000); + dd.setMinutes(dd.getMinutes() + dd.getTimezoneOffset()); + return dd; + } + + + public static DateToTicks(date: Date): number { + var copiedDate = new Date(date.getTime()); + copiedDate.setMinutes(copiedDate.getMinutes() - copiedDate.getTimezoneOffset()); + var t = copiedDate.getTime() * 10000 + 621355968000000000; + /*var dd = new Date((ticks - 621355968000000000) / 10000); + dd.setMinutes(dd.getMinutes() + dd.getTimezoneOffset()); + return dd;*/ + return t; + } + + public static AddToDateTimeTicks(ticks: number, dateTimeStep: DateTimeStep): number { + var copiedDate = DateTimeVisualBinRange.TicksToDate(ticks); + var returnDate: Date = new Date(Date.now()); + if (dateTimeStep.dateTimeStepGranularity == DateTimeStepGranularity.Second) { + returnDate = new Date(copiedDate.setSeconds(copiedDate.getSeconds() + dateTimeStep.dateTimeStepValue!)); + } + else if (dateTimeStep.dateTimeStepGranularity == DateTimeStepGranularity.Minute) { + returnDate = new Date(copiedDate.setMinutes(copiedDate.getMinutes() + dateTimeStep.dateTimeStepValue!)); + } + else if (dateTimeStep.dateTimeStepGranularity == DateTimeStepGranularity.Hour) { + returnDate = new Date(copiedDate.setHours(copiedDate.getHours() + dateTimeStep.dateTimeStepValue!)); + } + else if (dateTimeStep.dateTimeStepGranularity == DateTimeStepGranularity.Day) { + returnDate = new Date(copiedDate.setDate(copiedDate.getDate() + dateTimeStep.dateTimeStepValue!)); + } + else if (dateTimeStep.dateTimeStepGranularity == DateTimeStepGranularity.Month) { + returnDate = new Date(copiedDate.setMonth(copiedDate.getMonth() + dateTimeStep.dateTimeStepValue!)); + } + else if (dateTimeStep.dateTimeStepGranularity == DateTimeStepGranularity.Year) { + returnDate = new Date(copiedDate.setFullYear(copiedDate.getFullYear() + dateTimeStep.dateTimeStepValue!)); + } + return DateTimeVisualBinRange.DateToTicks(returnDate); + } +}
\ No newline at end of file diff --git a/src/client/northstar/model/binRanges/NominalVisualBinRange.ts b/src/client/northstar/model/binRanges/NominalVisualBinRange.ts new file mode 100644 index 000000000..407ff3ea6 --- /dev/null +++ b/src/client/northstar/model/binRanges/NominalVisualBinRange.ts @@ -0,0 +1,52 @@ +import { NominalBinRange, BinLabel } from '../../model/idea/idea' +import { VisualBinRange } from './VisualBinRange' + +export class NominalVisualBinRange extends VisualBinRange { + public DataBinRange: NominalBinRange; + + constructor(dataBinRange: NominalBinRange) { + super(); + this.DataBinRange = dataBinRange; + } + + public AddStep(value: number): number { + return value + 1; + } + + public GetValueFromIndex(index: number): number { + return index; + } + + public GetBins(): number[] { + var bins = new Array<number>(); + var idx = 0; + for (var key in this.DataBinRange.labelsValue) { + if (this.DataBinRange.labelsValue.hasOwnProperty(key)) { + bins.push(idx); + idx++; + } + } + return bins; + } + + public GetLabel(value: number): string { + return this.DataBinRange.valuesLabel![value]; + } + + public GetLabels(): Array<BinLabel> { + var labels = new Array<BinLabel>(); + var count = 0; + for (var key in this.DataBinRange.valuesLabel) { + if (this.DataBinRange.valuesLabel.hasOwnProperty(key)) { + var value = this.DataBinRange.valuesLabel[key]; + labels.push(new BinLabel({ + value: parseFloat(key), + minValue: count++, + maxValue: count, + label: value + })); + } + } + return labels; + } +}
\ No newline at end of file diff --git a/src/client/northstar/model/binRanges/QuantitativeVisualBinRange.ts b/src/client/northstar/model/binRanges/QuantitativeVisualBinRange.ts new file mode 100644 index 000000000..80886416b --- /dev/null +++ b/src/client/northstar/model/binRanges/QuantitativeVisualBinRange.ts @@ -0,0 +1,90 @@ +import { QuantitativeBinRange } from '../idea/idea' +import { VisualBinRange } from './VisualBinRange'; +import { format } from "d3-format"; + +export class QuantitativeVisualBinRange extends VisualBinRange { + + public DataBinRange: QuantitativeBinRange; + + constructor(dataBinRange: QuantitativeBinRange) { + super(); + this.DataBinRange = dataBinRange; + } + + public AddStep(value: number): number { + return value + this.DataBinRange.step!; + } + + public GetValueFromIndex(index: number): number { + return this.DataBinRange.minValue! + (index * this.DataBinRange.step!); + } + + public GetLabel(value: number): string { + return QuantitativeVisualBinRange.NumberFormatter(value); + } + + public static NumberFormatter(val: number): string { + if (val === 0) { + return "0"; + } + if (val < 1) { + /*if (val < Math.abs(0.001)) { + return val.toExponential(2); + }*/ + return format(".3")(val); + } + return format("~s")(val); + } + + public GetBins(): number[] { + let bins = new Array<number>(); + + for (let v: number = this.DataBinRange.minValue!; v < this.DataBinRange.maxValue!; v += this.DataBinRange.step!) { + bins.push(v); + } + return bins; + } + + public static Initialize(dataMinValue: number, dataMaxValue: number, targetBinNumber: number, isIntegerRange: boolean): QuantitativeVisualBinRange { + let extent = QuantitativeVisualBinRange.getExtent(dataMinValue, dataMaxValue, targetBinNumber, isIntegerRange); + let dataBinRange = new QuantitativeBinRange(); + dataBinRange.minValue = extent[0]; + dataBinRange.maxValue = extent[1]; + dataBinRange.step = extent[2]; + + return new QuantitativeVisualBinRange(dataBinRange); + } + + private static getExtent(dataMin: number, dataMax: number, m: number, isIntegerRange: boolean): number[] { + if (dataMin === dataMax) { + // dataMin -= 0.1; + dataMax += 0.1; + } + let span = dataMax - dataMin; + + let step = Math.pow(10, Math.floor(Math.log10(span / m))); + let err = m / span * step; + + if (err <= .15) { + step *= 10; + } + else if (err <= .35) { + step *= 5; + } + else if (err <= .75) { + step *= 2; + } + + if (isIntegerRange) { + step = Math.ceil(step); + } + let ret: number[] = new Array<number>(3); + let minDivStep = Math.floor(dataMin / step); + let maxDivStep = Math.floor(dataMax / step); + ret[0] = minDivStep * step; // Math.floor(Math.Round(dataMin, 8)/step)*step; + ret[1] = maxDivStep * step + step; // Math.floor(Math.Round(dataMax, 8)/step)*step + step; + ret[2] = step; + + return ret; + } +}
\ No newline at end of file diff --git a/src/client/northstar/model/binRanges/VisualBinRange.ts b/src/client/northstar/model/binRanges/VisualBinRange.ts new file mode 100644 index 000000000..f53008f9a --- /dev/null +++ b/src/client/northstar/model/binRanges/VisualBinRange.ts @@ -0,0 +1,36 @@ +import { BinLabel } from '../../model/idea/idea' + +export abstract class VisualBinRange { + + constructor() { + + } + + public abstract AddStep(value: number): number; + + public abstract GetValueFromIndex(index: number): number; + + public abstract GetBins(): Array<number>; + + public GetLabel(value: number): string { + return value.toString(); + } + + public GetLabels(): Array<BinLabel> { + var labels = new Array<BinLabel>(); + var bins = this.GetBins(); + bins.forEach(b => { + labels.push(new BinLabel({ + value: b, + minValue: b, + maxValue: this.AddStep(b), + label: this.GetLabel(b) + })); + }); + return labels; + } +} + +export enum ChartType { + HorizontalBar = 0, VerticalBar = 1, HeatMap = 2, SinglePoint = 3 +}
\ No newline at end of file diff --git a/src/client/northstar/model/binRanges/VisualBinRangeHelper.ts b/src/client/northstar/model/binRanges/VisualBinRangeHelper.ts new file mode 100644 index 000000000..53d585bb4 --- /dev/null +++ b/src/client/northstar/model/binRanges/VisualBinRangeHelper.ts @@ -0,0 +1,71 @@ +import { BinRange, NominalBinRange, QuantitativeBinRange, Exception, AlphabeticBinRange, DateTimeBinRange, AggregateBinRange, DoubleValueAggregateResult, HistogramResult, AttributeParameters } from "../idea/idea"; +import { VisualBinRange, ChartType } from "./VisualBinRange"; +import { NominalVisualBinRange } from "./NominalVisualBinRange"; +import { QuantitativeVisualBinRange } from "./QuantitativeVisualBinRange"; +import { AlphabeticVisualBinRange } from "./AlphabeticVisualBinRange"; +import { DateTimeVisualBinRange } from "./DateTimeVisualBinRange"; +import { Settings } from "../../manager/Gateway"; +import { ModelHelpers } from "../ModelHelpers"; +import { AttributeTransformationModel } from "../../core/attribute/AttributeTransformationModel"; + +export const SETTINGS_X_BINS = 15; +export const SETTINGS_Y_BINS = 15; +export const SETTINGS_SAMPLE_SIZE = 100000; + +export class VisualBinRangeHelper { + + public static GetNonAggregateVisualBinRange(dataBinRange: BinRange): VisualBinRange { + if (dataBinRange instanceof NominalBinRange) { + return new NominalVisualBinRange(dataBinRange as NominalBinRange); + } + else if (dataBinRange instanceof QuantitativeBinRange) { + return new QuantitativeVisualBinRange(dataBinRange as QuantitativeBinRange); + } + else if (dataBinRange instanceof AlphabeticBinRange) { + return new AlphabeticVisualBinRange(dataBinRange as AlphabeticBinRange); + } + else if (dataBinRange instanceof DateTimeBinRange) { + return new DateTimeVisualBinRange(dataBinRange as DateTimeBinRange); + } + throw new Exception() + } + + public static GetVisualBinRange(distinctAttributeParameters: AttributeParameters | undefined, dataBinRange: BinRange, histoResult: HistogramResult, attr: AttributeTransformationModel, chartType: ChartType): VisualBinRange { + + if (!(dataBinRange instanceof AggregateBinRange)) { + return VisualBinRangeHelper.GetNonAggregateVisualBinRange(dataBinRange); + } + else { + var aggregateKey = ModelHelpers.CreateAggregateKey(distinctAttributeParameters, attr, histoResult, ModelHelpers.AllBrushIndex(histoResult)); + var minValue = Number.MAX_VALUE; + var maxValue = Number.MIN_VALUE; + for (var b = 0; b < histoResult.brushes!.length; b++) { + var brush = histoResult.brushes![b]; + aggregateKey.brushIndex = brush.brushIndex; + for (var key in histoResult.bins) { + if (histoResult.bins.hasOwnProperty(key)) { + var bin = histoResult.bins[key]; + var res = <DoubleValueAggregateResult>ModelHelpers.GetAggregateResult(bin, aggregateKey); + if (res && res.hasResult && res.result) { + minValue = Math.min(minValue, res.result); + maxValue = Math.max(maxValue, res.result); + } + } + } + }; + + let visualBinRange = QuantitativeVisualBinRange.Initialize(minValue, maxValue, 10, false); + + if (chartType == ChartType.HorizontalBar || chartType == ChartType.VerticalBar) { + visualBinRange = QuantitativeVisualBinRange.Initialize(Math.min(0, minValue), + Math.max(0, (visualBinRange as QuantitativeVisualBinRange).DataBinRange.maxValue!), + SETTINGS_X_BINS, false); + } + else if (chartType == ChartType.SinglePoint) { + visualBinRange = QuantitativeVisualBinRange.Initialize(Math.min(0, minValue), Math.max(0, maxValue), + SETTINGS_X_BINS, false); + } + return visualBinRange; + } + } +} diff --git a/src/client/northstar/model/idea/MetricTypeMapping.ts b/src/client/northstar/model/idea/MetricTypeMapping.ts new file mode 100644 index 000000000..11e0c871a --- /dev/null +++ b/src/client/northstar/model/idea/MetricTypeMapping.ts @@ -0,0 +1,30 @@ +import { MetricType } from "./Idea"; +import { Dictionary } from 'typescript-collections'; + + +export class MetricTypeMapping { + + public static GetMetricInterpretation(metricType: MetricType): MetricInterpretation { + if (metricType == MetricType.Accuracy || + metricType == MetricType.F1 || + metricType == MetricType.F1Macro || + metricType == MetricType.F1Micro || + metricType == MetricType.JaccardSimilarityScore || + metricType == MetricType.ObjectDetectionAveragePrecision || + metricType == MetricType.Precision || + metricType == MetricType.PrecisionAtTopK || + metricType == MetricType.NormalizedMutualInformation || + metricType == MetricType.Recall || + metricType == MetricType.RocAucMacro || + metricType == MetricType.RocAuc || + metricType == MetricType.RocAucMicro || + metricType == MetricType.RSquared) { + return MetricInterpretation.HigherIsBetter; + } + return MetricInterpretation.LowerIsBetter; + } +} + +export enum MetricInterpretation { + HigherIsBetter, LowerIsBetter +}
\ No newline at end of file diff --git a/src/client/northstar/model/idea/idea.ts b/src/client/northstar/model/idea/idea.ts new file mode 100644 index 000000000..9d9d60678 --- /dev/null +++ b/src/client/northstar/model/idea/idea.ts @@ -0,0 +1,8551 @@ +/* tslint:disable */ +//---------------------- +// <auto-generated> +// Generated using the NSwag toolchain v11.19.2.0 (NJsonSchema v9.10.73.0 (Newtonsoft.Json v9.0.0.0)) (http://NSwag.org) +// </auto-generated> +//---------------------- +// ReSharper disable InconsistentNaming + + + +export enum AggregateFunction { + None = "None", + Sum = "Sum", + SumE = "SumE", + Count = "Count", + Min = "Min", + Max = "Max", + Avg = "Avg", +} + +export abstract class AggregateParameters implements IAggregateParameters { + + protected _discriminator: string; + + constructor(data?: IAggregateParameters) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "AggregateParameters"; + } + + init(data?: any) { + if (data) { + } + } + + static fromJS(data: any): AggregateParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "AverageAggregateParameters") { + let result = new AverageAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "SingleDimensionAggregateParameters") { + throw new Error("The abstract class 'SingleDimensionAggregateParameters' cannot be instantiated."); + } + if (data["discriminator"] === "CountAggregateParameters") { + let result = new CountAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "KDEAggregateParameters") { + let result = new KDEAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "MarginAggregateParameters") { + let result = new MarginAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "MaxAggregateParameters") { + let result = new MaxAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "MinAggregateParameters") { + let result = new MinAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "SumAggregateParameters") { + let result = new SumAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "SumEstimationAggregateParameters") { + let result = new SumEstimationAggregateParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'AggregateParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + return data; + } +} + +export interface IAggregateParameters { +} + +export abstract class SingleDimensionAggregateParameters extends AggregateParameters implements ISingleDimensionAggregateParameters { + attributeParameters?: AttributeParameters | undefined; + distinctAttributeParameters?: AttributeParameters | undefined; + + constructor(data?: ISingleDimensionAggregateParameters) { + super(data); + this._discriminator = "SingleDimensionAggregateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.attributeParameters = data["AttributeParameters"] ? AttributeParameters.fromJS(data["AttributeParameters"]) : <any>undefined; + this.distinctAttributeParameters = data["DistinctAttributeParameters"] ? AttributeParameters.fromJS(data["DistinctAttributeParameters"]) : <any>undefined; + } + } + + static fromJS(data: any): SingleDimensionAggregateParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "AverageAggregateParameters") { + let result = new AverageAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "CountAggregateParameters") { + let result = new CountAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "KDEAggregateParameters") { + let result = new KDEAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "MarginAggregateParameters") { + let result = new MarginAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "MaxAggregateParameters") { + let result = new MaxAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "MinAggregateParameters") { + let result = new MinAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "SumAggregateParameters") { + let result = new SumAggregateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "SumEstimationAggregateParameters") { + let result = new SumEstimationAggregateParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'SingleDimensionAggregateParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["AttributeParameters"] = this.attributeParameters ? this.attributeParameters.toJSON() : <any>undefined; + data["DistinctAttributeParameters"] = this.distinctAttributeParameters ? this.distinctAttributeParameters.toJSON() : <any>undefined; + super.toJSON(data); + return data; + } +} + +export interface ISingleDimensionAggregateParameters extends IAggregateParameters { + attributeParameters?: AttributeParameters | undefined; + distinctAttributeParameters?: AttributeParameters | undefined; +} + +export class AverageAggregateParameters extends SingleDimensionAggregateParameters implements IAverageAggregateParameters { + + constructor(data?: IAverageAggregateParameters) { + super(data); + this._discriminator = "AverageAggregateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): AverageAggregateParameters { + data = typeof data === 'object' ? data : {}; + let result = new AverageAggregateParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IAverageAggregateParameters extends ISingleDimensionAggregateParameters { +} + +export abstract class AttributeParameters implements IAttributeParameters { + visualizationHints?: VisualizationHint[] | undefined; + rawName?: string | undefined; + + protected _discriminator: string; + + constructor(data?: IAttributeParameters) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "AttributeParameters"; + } + + init(data?: any) { + if (data) { + if (data["VisualizationHints"] && data["VisualizationHints"].constructor === Array) { + this.visualizationHints = []; + for (let item of data["VisualizationHints"]) + this.visualizationHints.push(item); + } + this.rawName = data["RawName"]; + } + } + + static fromJS(data: any): AttributeParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "AttributeBackendParameters") { + let result = new AttributeBackendParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "AttributeCaclculatedParameters") { + throw new Error("The abstract class 'AttributeCaclculatedParameters' cannot be instantiated."); + } + if (data["discriminator"] === "AttributeCodeParameters") { + let result = new AttributeCodeParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "AttributeColumnParameters") { + let result = new AttributeColumnParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'AttributeParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + if (this.visualizationHints && this.visualizationHints.constructor === Array) { + data["VisualizationHints"] = []; + for (let item of this.visualizationHints) + data["VisualizationHints"].push(item); + } + data["RawName"] = this.rawName; + return data; + } +} + +export interface IAttributeParameters { + visualizationHints?: VisualizationHint[] | undefined; + rawName?: string | undefined; +} + +export enum VisualizationHint { + TreatAsEnumeration = "TreatAsEnumeration", + DefaultFlipAxis = "DefaultFlipAxis", + Image = "Image", +} + +export abstract class AttributeCaclculatedParameters extends AttributeParameters implements IAttributeCaclculatedParameters { + + constructor(data?: IAttributeCaclculatedParameters) { + super(data); + this._discriminator = "AttributeCaclculatedParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): AttributeCaclculatedParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "AttributeBackendParameters") { + let result = new AttributeBackendParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "AttributeCodeParameters") { + let result = new AttributeCodeParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'AttributeCaclculatedParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IAttributeCaclculatedParameters extends IAttributeParameters { +} + +export class AttributeBackendParameters extends AttributeCaclculatedParameters implements IAttributeBackendParameters { + id?: string | undefined; + + constructor(data?: IAttributeBackendParameters) { + super(data); + this._discriminator = "AttributeBackendParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.id = data["Id"]; + } + } + + static fromJS(data: any): AttributeBackendParameters { + data = typeof data === 'object' ? data : {}; + let result = new AttributeBackendParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Id"] = this.id; + super.toJSON(data); + return data; + } +} + +export interface IAttributeBackendParameters extends IAttributeCaclculatedParameters { + id?: string | undefined; +} + +export class AttributeCodeParameters extends AttributeCaclculatedParameters implements IAttributeCodeParameters { + code?: string | undefined; + + constructor(data?: IAttributeCodeParameters) { + super(data); + this._discriminator = "AttributeCodeParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.code = data["Code"]; + } + } + + static fromJS(data: any): AttributeCodeParameters { + data = typeof data === 'object' ? data : {}; + let result = new AttributeCodeParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Code"] = this.code; + super.toJSON(data); + return data; + } +} + +export interface IAttributeCodeParameters extends IAttributeCaclculatedParameters { + code?: string | undefined; +} + +export class AttributeColumnParameters extends AttributeParameters implements IAttributeColumnParameters { + + constructor(data?: IAttributeColumnParameters) { + super(data); + this._discriminator = "AttributeColumnParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): AttributeColumnParameters { + data = typeof data === 'object' ? data : {}; + let result = new AttributeColumnParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IAttributeColumnParameters extends IAttributeParameters { +} + +export class CountAggregateParameters extends SingleDimensionAggregateParameters implements ICountAggregateParameters { + + constructor(data?: ICountAggregateParameters) { + super(data); + this._discriminator = "CountAggregateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): CountAggregateParameters { + data = typeof data === 'object' ? data : {}; + let result = new CountAggregateParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface ICountAggregateParameters extends ISingleDimensionAggregateParameters { +} + +export class KDEAggregateParameters extends SingleDimensionAggregateParameters implements IKDEAggregateParameters { + nrOfSamples?: number | undefined; + + constructor(data?: IKDEAggregateParameters) { + super(data); + this._discriminator = "KDEAggregateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.nrOfSamples = data["NrOfSamples"]; + } + } + + static fromJS(data: any): KDEAggregateParameters { + data = typeof data === 'object' ? data : {}; + let result = new KDEAggregateParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["NrOfSamples"] = this.nrOfSamples; + super.toJSON(data); + return data; + } +} + +export interface IKDEAggregateParameters extends ISingleDimensionAggregateParameters { + nrOfSamples?: number | undefined; +} + +export class MarginAggregateParameters extends SingleDimensionAggregateParameters implements IMarginAggregateParameters { + aggregateFunction?: AggregateFunction | undefined; + + constructor(data?: IMarginAggregateParameters) { + super(data); + this._discriminator = "MarginAggregateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.aggregateFunction = data["AggregateFunction"]; + } + } + + static fromJS(data: any): MarginAggregateParameters { + data = typeof data === 'object' ? data : {}; + let result = new MarginAggregateParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["AggregateFunction"] = this.aggregateFunction; + super.toJSON(data); + return data; + } +} + +export interface IMarginAggregateParameters extends ISingleDimensionAggregateParameters { + aggregateFunction?: AggregateFunction | undefined; +} + +export class MaxAggregateParameters extends SingleDimensionAggregateParameters implements IMaxAggregateParameters { + + constructor(data?: IMaxAggregateParameters) { + super(data); + this._discriminator = "MaxAggregateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): MaxAggregateParameters { + data = typeof data === 'object' ? data : {}; + let result = new MaxAggregateParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IMaxAggregateParameters extends ISingleDimensionAggregateParameters { +} + +export class MinAggregateParameters extends SingleDimensionAggregateParameters implements IMinAggregateParameters { + + constructor(data?: IMinAggregateParameters) { + super(data); + this._discriminator = "MinAggregateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): MinAggregateParameters { + data = typeof data === 'object' ? data : {}; + let result = new MinAggregateParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IMinAggregateParameters extends ISingleDimensionAggregateParameters { +} + +export class SumAggregateParameters extends SingleDimensionAggregateParameters implements ISumAggregateParameters { + + constructor(data?: ISumAggregateParameters) { + super(data); + this._discriminator = "SumAggregateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): SumAggregateParameters { + data = typeof data === 'object' ? data : {}; + let result = new SumAggregateParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface ISumAggregateParameters extends ISingleDimensionAggregateParameters { +} + +export class SumEstimationAggregateParameters extends SingleDimensionAggregateParameters implements ISumEstimationAggregateParameters { + + constructor(data?: ISumEstimationAggregateParameters) { + super(data); + this._discriminator = "SumEstimationAggregateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): SumEstimationAggregateParameters { + data = typeof data === 'object' ? data : {}; + let result = new SumEstimationAggregateParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface ISumEstimationAggregateParameters extends ISingleDimensionAggregateParameters { +} + +export enum OrderingFunction { + None = 0, + SortUp = 1, + SortDown = 2, +} + +export abstract class BinningParameters implements IBinningParameters { + attributeParameters?: AttributeParameters | undefined; + + protected _discriminator: string; + + constructor(data?: IBinningParameters) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "BinningParameters"; + } + + init(data?: any) { + if (data) { + this.attributeParameters = data["AttributeParameters"] ? AttributeParameters.fromJS(data["AttributeParameters"]) : <any>undefined; + } + } + + static fromJS(data: any): BinningParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "EquiWidthBinningParameters") { + let result = new EquiWidthBinningParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "SingleBinBinningParameters") { + let result = new SingleBinBinningParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'BinningParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + data["AttributeParameters"] = this.attributeParameters ? this.attributeParameters.toJSON() : <any>undefined; + return data; + } +} + +export interface IBinningParameters { + attributeParameters?: AttributeParameters | undefined; +} + +export class EquiWidthBinningParameters extends BinningParameters implements IEquiWidthBinningParameters { + minValue?: number | undefined; + maxValue?: number | undefined; + requestedNrOfBins?: number | undefined; + referenceValue?: number | undefined; + step?: number | undefined; + + constructor(data?: IEquiWidthBinningParameters) { + super(data); + this._discriminator = "EquiWidthBinningParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.minValue = data["MinValue"]; + this.maxValue = data["MaxValue"]; + this.requestedNrOfBins = data["RequestedNrOfBins"]; + this.referenceValue = data["ReferenceValue"]; + this.step = data["Step"]; + } + } + + static fromJS(data: any): EquiWidthBinningParameters { + data = typeof data === 'object' ? data : {}; + let result = new EquiWidthBinningParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["MinValue"] = this.minValue; + data["MaxValue"] = this.maxValue; + data["RequestedNrOfBins"] = this.requestedNrOfBins; + data["ReferenceValue"] = this.referenceValue; + data["Step"] = this.step; + super.toJSON(data); + return data; + } +} + +export interface IEquiWidthBinningParameters extends IBinningParameters { + minValue?: number | undefined; + maxValue?: number | undefined; + requestedNrOfBins?: number | undefined; + referenceValue?: number | undefined; + step?: number | undefined; +} + +export class SingleBinBinningParameters extends BinningParameters implements ISingleBinBinningParameters { + + constructor(data?: ISingleBinBinningParameters) { + super(data); + this._discriminator = "SingleBinBinningParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): SingleBinBinningParameters { + data = typeof data === 'object' ? data : {}; + let result = new SingleBinBinningParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface ISingleBinBinningParameters extends IBinningParameters { +} + +export class Attribute implements IAttribute { + displayName?: string | undefined; + rawName?: string | undefined; + description?: string | undefined; + dataType?: DataType | undefined; + visualizationHints?: VisualizationHint[] | undefined; + isTarget?: boolean | undefined; + + constructor(data?: IAttribute) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.displayName = data["DisplayName"]; + this.rawName = data["RawName"]; + this.description = data["Description"]; + this.dataType = data["DataType"]; + if (data["VisualizationHints"] && data["VisualizationHints"].constructor === Array) { + this.visualizationHints = []; + for (let item of data["VisualizationHints"]) + this.visualizationHints.push(item); + } + this.isTarget = data["IsTarget"]; + } + } + + static fromJS(data: any): Attribute { + data = typeof data === 'object' ? data : {}; + let result = new Attribute(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["DisplayName"] = this.displayName; + data["RawName"] = this.rawName; + data["Description"] = this.description; + data["DataType"] = this.dataType; + if (this.visualizationHints && this.visualizationHints.constructor === Array) { + data["VisualizationHints"] = []; + for (let item of this.visualizationHints) + data["VisualizationHints"].push(item); + } + data["IsTarget"] = this.isTarget; + return data; + } +} + +export interface IAttribute { + displayName?: string | undefined; + rawName?: string | undefined; + description?: string | undefined; + dataType?: DataType | undefined; + visualizationHints?: VisualizationHint[] | undefined; + isTarget?: boolean | undefined; +} + +export enum DataType { + Int = "Int", + String = "String", + Float = "Float", + Double = "Double", + DateTime = "DateTime", + Object = "Object", + Undefined = "Undefined", +} + +export class AttributeGroup implements IAttributeGroup { + name?: string | undefined; + attributeGroups?: AttributeGroup[] | undefined; + attributes?: Attribute[] | undefined; + + constructor(data?: IAttributeGroup) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.name = data["Name"]; + if (data["AttributeGroups"] && data["AttributeGroups"].constructor === Array) { + this.attributeGroups = []; + for (let item of data["AttributeGroups"]) + this.attributeGroups.push(AttributeGroup.fromJS(item)); + } + if (data["Attributes"] && data["Attributes"].constructor === Array) { + this.attributes = []; + for (let item of data["Attributes"]) + this.attributes.push(Attribute.fromJS(item)); + } + } + } + + static fromJS(data: any): AttributeGroup { + data = typeof data === 'object' ? data : {}; + let result = new AttributeGroup(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Name"] = this.name; + if (this.attributeGroups && this.attributeGroups.constructor === Array) { + data["AttributeGroups"] = []; + for (let item of this.attributeGroups) + data["AttributeGroups"].push(item.toJSON()); + } + if (this.attributes && this.attributes.constructor === Array) { + data["Attributes"] = []; + for (let item of this.attributes) + data["Attributes"].push(item.toJSON()); + } + return data; + } +} + +export interface IAttributeGroup { + name?: string | undefined; + attributeGroups?: AttributeGroup[] | undefined; + attributes?: Attribute[] | undefined; +} + +export class Catalog implements ICatalog { + supportedOperations?: string[] | undefined; + schemas?: Schema[] | undefined; + + constructor(data?: ICatalog) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + if (data["SupportedOperations"] && data["SupportedOperations"].constructor === Array) { + this.supportedOperations = []; + for (let item of data["SupportedOperations"]) + this.supportedOperations.push(item); + } + if (data["Schemas"] && data["Schemas"].constructor === Array) { + this.schemas = []; + for (let item of data["Schemas"]) + this.schemas.push(Schema.fromJS(item)); + } + } + } + + static fromJS(data: any): Catalog { + data = typeof data === 'object' ? data : {}; + let result = new Catalog(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.supportedOperations && this.supportedOperations.constructor === Array) { + data["SupportedOperations"] = []; + for (let item of this.supportedOperations) + data["SupportedOperations"].push(item); + } + if (this.schemas && this.schemas.constructor === Array) { + data["Schemas"] = []; + for (let item of this.schemas) + data["Schemas"].push(item.toJSON()); + } + return data; + } +} + +export interface ICatalog { + supportedOperations?: string[] | undefined; + schemas?: Schema[] | undefined; +} + +export class Schema implements ISchema { + rootAttributeGroup?: AttributeGroup | undefined; + displayName?: string | undefined; + augmentedFrom?: string | undefined; + rawName?: string | undefined; + problemDescription?: string | undefined; + darpaProblemDoc?: DarpaProblemDoc | undefined; + distinctAttributeParameters?: AttributeParameters | undefined; + darpaDatasetDoc?: DarpaDatasetDoc | undefined; + darpaDatasetLocation?: string | undefined; + isMultiResourceData?: boolean | undefined; + problemFinderRows?: ProblemFinderRows[] | undefined; + correlationRows?: ProblemFinderRows[] | undefined; + + constructor(data?: ISchema) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.rootAttributeGroup = data["RootAttributeGroup"] ? AttributeGroup.fromJS(data["RootAttributeGroup"]) : <any>undefined; + this.displayName = data["DisplayName"]; + this.augmentedFrom = data["AugmentedFrom"]; + this.rawName = data["RawName"]; + this.problemDescription = data["ProblemDescription"]; + this.darpaProblemDoc = data["DarpaProblemDoc"] ? DarpaProblemDoc.fromJS(data["DarpaProblemDoc"]) : <any>undefined; + this.distinctAttributeParameters = data["DistinctAttributeParameters"] ? AttributeParameters.fromJS(data["DistinctAttributeParameters"]) : <any>undefined; + this.darpaDatasetDoc = data["DarpaDatasetDoc"] ? DarpaDatasetDoc.fromJS(data["DarpaDatasetDoc"]) : <any>undefined; + this.darpaDatasetLocation = data["DarpaDatasetLocation"]; + this.isMultiResourceData = data["IsMultiResourceData"]; + if (data["ProblemFinderRows"] && data["ProblemFinderRows"].constructor === Array) { + this.problemFinderRows = []; + for (let item of data["ProblemFinderRows"]) + this.problemFinderRows.push(ProblemFinderRows.fromJS(item)); + } + if (data["CorrelationRows"] && data["CorrelationRows"].constructor === Array) { + this.correlationRows = []; + for (let item of data["CorrelationRows"]) + this.correlationRows.push(ProblemFinderRows.fromJS(item)); + } + } + } + + static fromJS(data: any): Schema { + data = typeof data === 'object' ? data : {}; + let result = new Schema(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["RootAttributeGroup"] = this.rootAttributeGroup ? this.rootAttributeGroup.toJSON() : <any>undefined; + data["DisplayName"] = this.displayName; + data["AugmentedFrom"] = this.augmentedFrom; + data["RawName"] = this.rawName; + data["ProblemDescription"] = this.problemDescription; + data["DarpaProblemDoc"] = this.darpaProblemDoc ? this.darpaProblemDoc.toJSON() : <any>undefined; + data["DistinctAttributeParameters"] = this.distinctAttributeParameters ? this.distinctAttributeParameters.toJSON() : <any>undefined; + data["DarpaDatasetDoc"] = this.darpaDatasetDoc ? this.darpaDatasetDoc.toJSON() : <any>undefined; + data["DarpaDatasetLocation"] = this.darpaDatasetLocation; + data["IsMultiResourceData"] = this.isMultiResourceData; + if (this.problemFinderRows && this.problemFinderRows.constructor === Array) { + data["ProblemFinderRows"] = []; + for (let item of this.problemFinderRows) + data["ProblemFinderRows"].push(item.toJSON()); + } + if (this.correlationRows && this.correlationRows.constructor === Array) { + data["CorrelationRows"] = []; + for (let item of this.correlationRows) + data["CorrelationRows"].push(item.toJSON()); + } + return data; + } +} + +export interface ISchema { + rootAttributeGroup?: AttributeGroup | undefined; + displayName?: string | undefined; + augmentedFrom?: string | undefined; + rawName?: string | undefined; + problemDescription?: string | undefined; + darpaProblemDoc?: DarpaProblemDoc | undefined; + distinctAttributeParameters?: AttributeParameters | undefined; + darpaDatasetDoc?: DarpaDatasetDoc | undefined; + darpaDatasetLocation?: string | undefined; + isMultiResourceData?: boolean | undefined; + problemFinderRows?: ProblemFinderRows[] | undefined; + correlationRows?: ProblemFinderRows[] | undefined; +} + +export class DarpaProblemDoc implements IDarpaProblemDoc { + about?: ProblemAbout | undefined; + inputs?: ProblemInputs | undefined; + + constructor(data?: IDarpaProblemDoc) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.about = data["about"] ? ProblemAbout.fromJS(data["about"]) : <any>undefined; + this.inputs = data["inputs"] ? ProblemInputs.fromJS(data["inputs"]) : <any>undefined; + } + } + + static fromJS(data: any): DarpaProblemDoc { + data = typeof data === 'object' ? data : {}; + let result = new DarpaProblemDoc(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["about"] = this.about ? this.about.toJSON() : <any>undefined; + data["inputs"] = this.inputs ? this.inputs.toJSON() : <any>undefined; + return data; + } +} + +export interface IDarpaProblemDoc { + about?: ProblemAbout | undefined; + inputs?: ProblemInputs | undefined; +} + +export class ProblemAbout implements IProblemAbout { + problemID?: string | undefined; + problemName?: string | undefined; + problemDescription?: string | undefined; + taskType?: string | undefined; + taskSubType?: string | undefined; + problemSchemaVersion?: string | undefined; + problemVersion?: string | undefined; + + constructor(data?: IProblemAbout) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.problemID = data["problemID"]; + this.problemName = data["problemName"]; + this.problemDescription = data["problemDescription"]; + this.taskType = data["taskType"]; + this.taskSubType = data["taskSubType"]; + this.problemSchemaVersion = data["problemSchemaVersion"]; + this.problemVersion = data["problemVersion"]; + } + } + + static fromJS(data: any): ProblemAbout { + data = typeof data === 'object' ? data : {}; + let result = new ProblemAbout(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["problemID"] = this.problemID; + data["problemName"] = this.problemName; + data["problemDescription"] = this.problemDescription; + data["taskType"] = this.taskType; + data["taskSubType"] = this.taskSubType; + data["problemSchemaVersion"] = this.problemSchemaVersion; + data["problemVersion"] = this.problemVersion; + return data; + } +} + +export interface IProblemAbout { + problemID?: string | undefined; + problemName?: string | undefined; + problemDescription?: string | undefined; + taskType?: string | undefined; + taskSubType?: string | undefined; + problemSchemaVersion?: string | undefined; + problemVersion?: string | undefined; +} + +export class ProblemInputs implements IProblemInputs { + data?: ProblemData[] | undefined; + performanceMetrics?: ProblemPerformanceMetric[] | undefined; + + constructor(data?: IProblemInputs) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + if (data["data"] && data["data"].constructor === Array) { + this.data = []; + for (let item of data["data"]) + this.data.push(ProblemData.fromJS(item)); + } + if (data["performanceMetrics"] && data["performanceMetrics"].constructor === Array) { + this.performanceMetrics = []; + for (let item of data["performanceMetrics"]) + this.performanceMetrics.push(ProblemPerformanceMetric.fromJS(item)); + } + } + } + + static fromJS(data: any): ProblemInputs { + data = typeof data === 'object' ? data : {}; + let result = new ProblemInputs(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.data && this.data.constructor === Array) { + data["data"] = []; + for (let item of this.data) + data["data"].push(item.toJSON()); + } + if (this.performanceMetrics && this.performanceMetrics.constructor === Array) { + data["performanceMetrics"] = []; + for (let item of this.performanceMetrics) + data["performanceMetrics"].push(item.toJSON()); + } + return data; + } +} + +export interface IProblemInputs { + data?: ProblemData[] | undefined; + performanceMetrics?: ProblemPerformanceMetric[] | undefined; +} + +export class ProblemData implements IProblemData { + datasetID?: string | undefined; + targets?: ProblemTarget[] | undefined; + + constructor(data?: IProblemData) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.datasetID = data["datasetID"]; + if (data["targets"] && data["targets"].constructor === Array) { + this.targets = []; + for (let item of data["targets"]) + this.targets.push(ProblemTarget.fromJS(item)); + } + } + } + + static fromJS(data: any): ProblemData { + data = typeof data === 'object' ? data : {}; + let result = new ProblemData(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["datasetID"] = this.datasetID; + if (this.targets && this.targets.constructor === Array) { + data["targets"] = []; + for (let item of this.targets) + data["targets"].push(item.toJSON()); + } + return data; + } +} + +export interface IProblemData { + datasetID?: string | undefined; + targets?: ProblemTarget[] | undefined; +} + +export class ProblemTarget implements IProblemTarget { + targetIndex?: number | undefined; + resID?: string | undefined; + colIndex?: number | undefined; + colName?: string | undefined; + + constructor(data?: IProblemTarget) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.targetIndex = data["targetIndex"]; + this.resID = data["resID"]; + this.colIndex = data["colIndex"]; + this.colName = data["colName"]; + } + } + + static fromJS(data: any): ProblemTarget { + data = typeof data === 'object' ? data : {}; + let result = new ProblemTarget(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["targetIndex"] = this.targetIndex; + data["resID"] = this.resID; + data["colIndex"] = this.colIndex; + data["colName"] = this.colName; + return data; + } +} + +export interface IProblemTarget { + targetIndex?: number | undefined; + resID?: string | undefined; + colIndex?: number | undefined; + colName?: string | undefined; +} + +export class ProblemPerformanceMetric implements IProblemPerformanceMetric { + metric?: string | undefined; + + constructor(data?: IProblemPerformanceMetric) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.metric = data["metric"]; + } + } + + static fromJS(data: any): ProblemPerformanceMetric { + data = typeof data === 'object' ? data : {}; + let result = new ProblemPerformanceMetric(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["metric"] = this.metric; + return data; + } +} + +export interface IProblemPerformanceMetric { + metric?: string | undefined; +} + +export class DarpaDatasetDoc implements IDarpaDatasetDoc { + about?: DatasetAbout | undefined; + dataResources?: Resource[] | undefined; + + constructor(data?: IDarpaDatasetDoc) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.about = data["about"] ? DatasetAbout.fromJS(data["about"]) : <any>undefined; + if (data["dataResources"] && data["dataResources"].constructor === Array) { + this.dataResources = []; + for (let item of data["dataResources"]) + this.dataResources.push(Resource.fromJS(item)); + } + } + } + + static fromJS(data: any): DarpaDatasetDoc { + data = typeof data === 'object' ? data : {}; + let result = new DarpaDatasetDoc(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["about"] = this.about ? this.about.toJSON() : <any>undefined; + if (this.dataResources && this.dataResources.constructor === Array) { + data["dataResources"] = []; + for (let item of this.dataResources) + data["dataResources"].push(item.toJSON()); + } + return data; + } +} + +export interface IDarpaDatasetDoc { + about?: DatasetAbout | undefined; + dataResources?: Resource[] | undefined; +} + +export class DatasetAbout implements IDatasetAbout { + datasetID?: string | undefined; + datasetName?: string | undefined; + description?: string | undefined; + citation?: string | undefined; + license?: string | undefined; + source?: string | undefined; + sourceURI?: string | undefined; + approximateSize?: string | undefined; + datasetSchemaVersion?: string | undefined; + redacted?: boolean | undefined; + datasetVersion?: string | undefined; + + constructor(data?: IDatasetAbout) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.datasetID = data["datasetID"]; + this.datasetName = data["datasetName"]; + this.description = data["description"]; + this.citation = data["citation"]; + this.license = data["license"]; + this.source = data["source"]; + this.sourceURI = data["sourceURI"]; + this.approximateSize = data["approximateSize"]; + this.datasetSchemaVersion = data["datasetSchemaVersion"]; + this.redacted = data["redacted"]; + this.datasetVersion = data["datasetVersion"]; + } + } + + static fromJS(data: any): DatasetAbout { + data = typeof data === 'object' ? data : {}; + let result = new DatasetAbout(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["datasetID"] = this.datasetID; + data["datasetName"] = this.datasetName; + data["description"] = this.description; + data["citation"] = this.citation; + data["license"] = this.license; + data["source"] = this.source; + data["sourceURI"] = this.sourceURI; + data["approximateSize"] = this.approximateSize; + data["datasetSchemaVersion"] = this.datasetSchemaVersion; + data["redacted"] = this.redacted; + data["datasetVersion"] = this.datasetVersion; + return data; + } +} + +export interface IDatasetAbout { + datasetID?: string | undefined; + datasetName?: string | undefined; + description?: string | undefined; + citation?: string | undefined; + license?: string | undefined; + source?: string | undefined; + sourceURI?: string | undefined; + approximateSize?: string | undefined; + datasetSchemaVersion?: string | undefined; + redacted?: boolean | undefined; + datasetVersion?: string | undefined; +} + +export class Resource implements IResource { + resID?: string | undefined; + resPath?: string | undefined; + resType?: string | undefined; + resFormat?: string[] | undefined; + columns?: Column[] | undefined; + isCollection?: boolean | undefined; + + constructor(data?: IResource) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.resID = data["resID"]; + this.resPath = data["resPath"]; + this.resType = data["resType"]; + if (data["resFormat"] && data["resFormat"].constructor === Array) { + this.resFormat = []; + for (let item of data["resFormat"]) + this.resFormat.push(item); + } + if (data["columns"] && data["columns"].constructor === Array) { + this.columns = []; + for (let item of data["columns"]) + this.columns.push(Column.fromJS(item)); + } + this.isCollection = data["isCollection"]; + } + } + + static fromJS(data: any): Resource { + data = typeof data === 'object' ? data : {}; + let result = new Resource(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["resID"] = this.resID; + data["resPath"] = this.resPath; + data["resType"] = this.resType; + if (this.resFormat && this.resFormat.constructor === Array) { + data["resFormat"] = []; + for (let item of this.resFormat) + data["resFormat"].push(item); + } + if (this.columns && this.columns.constructor === Array) { + data["columns"] = []; + for (let item of this.columns) + data["columns"].push(item.toJSON()); + } + data["isCollection"] = this.isCollection; + return data; + } +} + +export interface IResource { + resID?: string | undefined; + resPath?: string | undefined; + resType?: string | undefined; + resFormat?: string[] | undefined; + columns?: Column[] | undefined; + isCollection?: boolean | undefined; +} + +export class Column implements IColumn { + colIndex?: number | undefined; + colDescription?: string | undefined; + colName?: string | undefined; + colType?: string | undefined; + role?: string[] | undefined; + refersTo?: Reference | undefined; + + constructor(data?: IColumn) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.colIndex = data["colIndex"]; + this.colDescription = data["colDescription"]; + this.colName = data["colName"]; + this.colType = data["colType"]; + if (data["role"] && data["role"].constructor === Array) { + this.role = []; + for (let item of data["role"]) + this.role.push(item); + } + this.refersTo = data["refersTo"] ? Reference.fromJS(data["refersTo"]) : <any>undefined; + } + } + + static fromJS(data: any): Column { + data = typeof data === 'object' ? data : {}; + let result = new Column(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["colIndex"] = this.colIndex; + data["colDescription"] = this.colDescription; + data["colName"] = this.colName; + data["colType"] = this.colType; + if (this.role && this.role.constructor === Array) { + data["role"] = []; + for (let item of this.role) + data["role"].push(item); + } + data["refersTo"] = this.refersTo ? this.refersTo.toJSON() : <any>undefined; + return data; + } +} + +export interface IColumn { + colIndex?: number | undefined; + colDescription?: string | undefined; + colName?: string | undefined; + colType?: string | undefined; + role?: string[] | undefined; + refersTo?: Reference | undefined; +} + +export class Reference implements IReference { + resID?: string | undefined; + + constructor(data?: IReference) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.resID = data["resID"]; + } + } + + static fromJS(data: any): Reference { + data = typeof data === 'object' ? data : {}; + let result = new Reference(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["resID"] = this.resID; + return data; + } +} + +export interface IReference { + resID?: string | undefined; +} + +export class ProblemFinderRows implements IProblemFinderRows { + label?: string | undefined; + type?: string | undefined; + features?: Feature[] | undefined; + + constructor(data?: IProblemFinderRows) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.label = data["label"]; + this.type = data["type"]; + if (data["features"] && data["features"].constructor === Array) { + this.features = []; + for (let item of data["features"]) + this.features.push(Feature.fromJS(item)); + } + } + } + + static fromJS(data: any): ProblemFinderRows { + data = typeof data === 'object' ? data : {}; + let result = new ProblemFinderRows(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["label"] = this.label; + data["type"] = this.type; + if (this.features && this.features.constructor === Array) { + data["features"] = []; + for (let item of this.features) + data["features"].push(item.toJSON()); + } + return data; + } +} + +export interface IProblemFinderRows { + label?: string | undefined; + type?: string | undefined; + features?: Feature[] | undefined; +} + +export class Feature implements IFeature { + name?: string | undefined; + selected?: boolean | undefined; + value?: number | undefined; + + constructor(data?: IFeature) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.name = data["name"]; + this.selected = data["selected"]; + this.value = data["value"]; + } + } + + static fromJS(data: any): Feature { + data = typeof data === 'object' ? data : {}; + let result = new Feature(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["name"] = this.name; + data["selected"] = this.selected; + data["value"] = this.value; + return data; + } +} + +export interface IFeature { + name?: string | undefined; + selected?: boolean | undefined; + value?: number | undefined; +} + +export enum DataType2 { + Int = 0, + String = 1, + Float = 2, + Double = 3, + DateTime = 4, + Object = 5, + Undefined = 6, +} + +export abstract class DataTypeExtensions implements IDataTypeExtensions { + + constructor(data?: IDataTypeExtensions) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + } + } + + static fromJS(data: any): DataTypeExtensions { + data = typeof data === 'object' ? data : {}; + throw new Error("The abstract class 'DataTypeExtensions' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + return data; + } +} + +export interface IDataTypeExtensions { +} + +export class ResObject implements IResObject { + columnName?: string | undefined; + + constructor(data?: IResObject) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.columnName = data["columnName"]; + } + } + + static fromJS(data: any): ResObject { + data = typeof data === 'object' ? data : {}; + let result = new ResObject(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["columnName"] = this.columnName; + return data; + } +} + +export interface IResObject { + columnName?: string | undefined; +} + +export class Exception implements IException { + message?: string | undefined; + innerException?: Exception | undefined; + stackTrace?: string | undefined; + source?: string | undefined; + + constructor(data?: IException) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.message = data["Message"]; + this.innerException = data["InnerException"] ? Exception.fromJS(data["InnerException"]) : <any>undefined; + this.stackTrace = data["StackTrace"]; + this.source = data["Source"]; + } + } + + static fromJS(data: any): Exception { + data = typeof data === 'object' ? data : {}; + let result = new Exception(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Message"] = this.message; + data["InnerException"] = this.innerException ? this.innerException.toJSON() : <any>undefined; + data["StackTrace"] = this.stackTrace; + data["Source"] = this.source; + return data; + } +} + +export interface IException { + message?: string | undefined; + innerException?: Exception | undefined; + stackTrace?: string | undefined; + source?: string | undefined; +} + +export class IDEAException extends Exception implements IIDEAException { + + constructor(data?: IIDEAException) { + super(data); + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): IDEAException { + data = typeof data === 'object' ? data : {}; + let result = new IDEAException(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IIDEAException extends IException { +} + +export class CodeParameters implements ICodeParameters { + attributeCodeParameters?: AttributeCodeParameters[] | undefined; + adapterName?: string | undefined; + + constructor(data?: ICodeParameters) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + if (data["AttributeCodeParameters"] && data["AttributeCodeParameters"].constructor === Array) { + this.attributeCodeParameters = []; + for (let item of data["AttributeCodeParameters"]) + this.attributeCodeParameters.push(AttributeCodeParameters.fromJS(item)); + } + this.adapterName = data["AdapterName"]; + } + } + + static fromJS(data: any): CodeParameters { + data = typeof data === 'object' ? data : {}; + let result = new CodeParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.attributeCodeParameters && this.attributeCodeParameters.constructor === Array) { + data["AttributeCodeParameters"] = []; + for (let item of this.attributeCodeParameters) + data["AttributeCodeParameters"].push(item.toJSON()); + } + data["AdapterName"] = this.adapterName; + return data; + } +} + +export interface ICodeParameters { + attributeCodeParameters?: AttributeCodeParameters[] | undefined; + adapterName?: string | undefined; +} + +export class CompileResult implements ICompileResult { + compileSuccess?: boolean | undefined; + compileMessage?: string | undefined; + dataType?: DataType | undefined; + replaceAttributeParameters?: AttributeParameters[] | undefined; + + constructor(data?: ICompileResult) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.compileSuccess = data["CompileSuccess"]; + this.compileMessage = data["CompileMessage"]; + this.dataType = data["DataType"]; + if (data["ReplaceAttributeParameters"] && data["ReplaceAttributeParameters"].constructor === Array) { + this.replaceAttributeParameters = []; + for (let item of data["ReplaceAttributeParameters"]) + this.replaceAttributeParameters.push(AttributeParameters.fromJS(item)); + } + } + } + + static fromJS(data: any): CompileResult { + data = typeof data === 'object' ? data : {}; + let result = new CompileResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["CompileSuccess"] = this.compileSuccess; + data["CompileMessage"] = this.compileMessage; + data["DataType"] = this.dataType; + if (this.replaceAttributeParameters && this.replaceAttributeParameters.constructor === Array) { + data["ReplaceAttributeParameters"] = []; + for (let item of this.replaceAttributeParameters) + data["ReplaceAttributeParameters"].push(item.toJSON()); + } + return data; + } +} + +export interface ICompileResult { + compileSuccess?: boolean | undefined; + compileMessage?: string | undefined; + dataType?: DataType | undefined; + replaceAttributeParameters?: AttributeParameters[] | undefined; +} + +export class CompileResults implements ICompileResults { + rawNameToCompileResult?: { [key: string]: CompileResult; } | undefined; + + constructor(data?: ICompileResults) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + if (data["RawNameToCompileResult"]) { + this.rawNameToCompileResult = {}; + for (let key in data["RawNameToCompileResult"]) { + if (data["RawNameToCompileResult"].hasOwnProperty(key)) + this.rawNameToCompileResult[key] = data["RawNameToCompileResult"][key] ? CompileResult.fromJS(data["RawNameToCompileResult"][key]) : new CompileResult(); + } + } + } + } + + static fromJS(data: any): CompileResults { + data = typeof data === 'object' ? data : {}; + let result = new CompileResults(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.rawNameToCompileResult) { + data["RawNameToCompileResult"] = {}; + for (let key in this.rawNameToCompileResult) { + if (this.rawNameToCompileResult.hasOwnProperty(key)) + data["RawNameToCompileResult"][key] = this.rawNameToCompileResult[key]; + } + } + return data; + } +} + +export interface ICompileResults { + rawNameToCompileResult?: { [key: string]: CompileResult; } | undefined; +} + +export abstract class UniqueJson implements IUniqueJson { + + constructor(data?: IUniqueJson) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + } + } + + static fromJS(data: any): UniqueJson { + data = typeof data === 'object' ? data : {}; + throw new Error("The abstract class 'UniqueJson' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + return data; + } +} + +export interface IUniqueJson { +} + +export abstract class OperationParameters extends UniqueJson implements IOperationParameters { + isCachable?: boolean | undefined; + + protected _discriminator: string; + + constructor(data?: IOperationParameters) { + super(data); + this._discriminator = "OperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.isCachable = data["IsCachable"]; + } + } + + static fromJS(data: any): OperationParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "DataOperationParameters") { + throw new Error("The abstract class 'DataOperationParameters' cannot be instantiated."); + } + if (data["discriminator"] === "ExampleOperationParameters") { + let result = new ExampleOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "HistogramOperationParameters") { + let result = new HistogramOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "DistOperationParameters") { + throw new Error("The abstract class 'DistOperationParameters' cannot be instantiated."); + } + if (data["discriminator"] === "OptimizerOperationParameters") { + let result = new OptimizerOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "RawDataOperationParameters") { + let result = new RawDataOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "RecommenderOperationParameters") { + let result = new RecommenderOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "CDFOperationParameters") { + let result = new CDFOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "TestDistOperationParameters") { + throw new Error("The abstract class 'TestDistOperationParameters' cannot be instantiated."); + } + if (data["discriminator"] === "ChiSquaredTestOperationParameters") { + let result = new ChiSquaredTestOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "HypothesisTestParameters") { + throw new Error("The abstract class 'HypothesisTestParameters' cannot be instantiated."); + } + if (data["discriminator"] === "CorrelationTestOperationParameters") { + let result = new CorrelationTestOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "EmpiricalDistOperationParameters") { + let result = new EmpiricalDistOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "KSTestOperationParameters") { + let result = new KSTestOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "NewModelOperationParameters") { + let result = new NewModelOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "ModelOperationParameters") { + throw new Error("The abstract class 'ModelOperationParameters' cannot be instantiated."); + } + if (data["discriminator"] === "RootMeanSquareTestOperationParameters") { + let result = new RootMeanSquareTestOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "TTestOperationParameters") { + let result = new TTestOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "FeatureImportanceOperationParameters") { + let result = new FeatureImportanceOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "SampleOperationParameters") { + let result = new SampleOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "AddComparisonParameters") { + let result = new AddComparisonParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "GetModelStateParameters") { + let result = new GetModelStateParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "FrequentItemsetOperationParameters") { + let result = new FrequentItemsetOperationParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'OperationParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + data["IsCachable"] = this.isCachable; + super.toJSON(data); + return data; + } +} + +export interface IOperationParameters extends IUniqueJson { + isCachable?: boolean | undefined; +} + +export abstract class DataOperationParameters extends OperationParameters implements IDataOperationParameters { + sampleStreamBlockSize?: number | undefined; + adapterName?: string | undefined; + isCachable?: boolean | undefined; + + constructor(data?: IDataOperationParameters) { + super(data); + this._discriminator = "DataOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.sampleStreamBlockSize = data["SampleStreamBlockSize"]; + this.adapterName = data["AdapterName"]; + this.isCachable = data["IsCachable"]; + } + } + + static fromJS(data: any): DataOperationParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "ExampleOperationParameters") { + let result = new ExampleOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "HistogramOperationParameters") { + let result = new HistogramOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "DistOperationParameters") { + throw new Error("The abstract class 'DistOperationParameters' cannot be instantiated."); + } + if (data["discriminator"] === "OptimizerOperationParameters") { + let result = new OptimizerOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "RawDataOperationParameters") { + let result = new RawDataOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "RecommenderOperationParameters") { + let result = new RecommenderOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "CDFOperationParameters") { + let result = new CDFOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "TestDistOperationParameters") { + throw new Error("The abstract class 'TestDistOperationParameters' cannot be instantiated."); + } + if (data["discriminator"] === "EmpiricalDistOperationParameters") { + let result = new EmpiricalDistOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "FeatureImportanceOperationParameters") { + let result = new FeatureImportanceOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "SampleOperationParameters") { + let result = new SampleOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "FrequentItemsetOperationParameters") { + let result = new FrequentItemsetOperationParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'DataOperationParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["SampleStreamBlockSize"] = this.sampleStreamBlockSize; + data["AdapterName"] = this.adapterName; + data["IsCachable"] = this.isCachable; + super.toJSON(data); + return data; + } +} + +export interface IDataOperationParameters extends IOperationParameters { + sampleStreamBlockSize?: number | undefined; + adapterName?: string | undefined; + isCachable?: boolean | undefined; +} + +export class ExampleOperationParameters extends DataOperationParameters implements IExampleOperationParameters { + filter?: string | undefined; + attributeParameters?: AttributeParameters[] | undefined; + attributeCodeParameters?: AttributeCaclculatedParameters[] | undefined; + dummyValue?: number | undefined; + exampleType?: string | undefined; + + constructor(data?: IExampleOperationParameters) { + super(data); + this._discriminator = "ExampleOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.filter = data["Filter"]; + if (data["AttributeParameters"] && data["AttributeParameters"].constructor === Array) { + this.attributeParameters = []; + for (let item of data["AttributeParameters"]) + this.attributeParameters.push(AttributeParameters.fromJS(item)); + } + if (data["AttributeCodeParameters"] && data["AttributeCodeParameters"].constructor === Array) { + this.attributeCodeParameters = []; + for (let item of data["AttributeCodeParameters"]) + this.attributeCodeParameters.push(AttributeCaclculatedParameters.fromJS(item)); + } + this.dummyValue = data["DummyValue"]; + this.exampleType = data["ExampleType"]; + } + } + + static fromJS(data: any): ExampleOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new ExampleOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Filter"] = this.filter; + if (this.attributeParameters && this.attributeParameters.constructor === Array) { + data["AttributeParameters"] = []; + for (let item of this.attributeParameters) + data["AttributeParameters"].push(item.toJSON()); + } + if (this.attributeCodeParameters && this.attributeCodeParameters.constructor === Array) { + data["AttributeCodeParameters"] = []; + for (let item of this.attributeCodeParameters) + data["AttributeCodeParameters"].push(item.toJSON()); + } + data["DummyValue"] = this.dummyValue; + data["ExampleType"] = this.exampleType; + super.toJSON(data); + return data; + } +} + +export interface IExampleOperationParameters extends IDataOperationParameters { + filter?: string | undefined; + attributeParameters?: AttributeParameters[] | undefined; + attributeCodeParameters?: AttributeCaclculatedParameters[] | undefined; + dummyValue?: number | undefined; + exampleType?: string | undefined; +} + +export abstract class DistOperationParameters extends DataOperationParameters implements IDistOperationParameters { + filter?: string | undefined; + attributeCalculatedParameters?: AttributeCaclculatedParameters[] | undefined; + + constructor(data?: IDistOperationParameters) { + super(data); + this._discriminator = "DistOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.filter = data["Filter"]; + if (data["AttributeCalculatedParameters"] && data["AttributeCalculatedParameters"].constructor === Array) { + this.attributeCalculatedParameters = []; + for (let item of data["AttributeCalculatedParameters"]) + this.attributeCalculatedParameters.push(AttributeCaclculatedParameters.fromJS(item)); + } + } + } + + static fromJS(data: any): DistOperationParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "HistogramOperationParameters") { + let result = new HistogramOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "OptimizerOperationParameters") { + let result = new OptimizerOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "RawDataOperationParameters") { + let result = new RawDataOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "CDFOperationParameters") { + let result = new CDFOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "TestDistOperationParameters") { + throw new Error("The abstract class 'TestDistOperationParameters' cannot be instantiated."); + } + if (data["discriminator"] === "EmpiricalDistOperationParameters") { + let result = new EmpiricalDistOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "FeatureImportanceOperationParameters") { + let result = new FeatureImportanceOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "SampleOperationParameters") { + let result = new SampleOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "FrequentItemsetOperationParameters") { + let result = new FrequentItemsetOperationParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'DistOperationParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Filter"] = this.filter; + if (this.attributeCalculatedParameters && this.attributeCalculatedParameters.constructor === Array) { + data["AttributeCalculatedParameters"] = []; + for (let item of this.attributeCalculatedParameters) + data["AttributeCalculatedParameters"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface IDistOperationParameters extends IDataOperationParameters { + filter?: string | undefined; + attributeCalculatedParameters?: AttributeCaclculatedParameters[] | undefined; +} + +export class HistogramOperationParameters extends DistOperationParameters implements IHistogramOperationParameters { + sortPerBinAggregateParameter?: AggregateParameters | undefined; + binningParameters?: BinningParameters[] | undefined; + perBinAggregateParameters?: AggregateParameters[] | undefined; + globalAggregateParameters?: AggregateParameters[] | undefined; + brushes?: string[] | undefined; + enableBrushComputation?: boolean | undefined; + degreeOfParallism?: number | undefined; + + constructor(data?: IHistogramOperationParameters) { + super(data); + this._discriminator = "HistogramOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.sortPerBinAggregateParameter = data["SortPerBinAggregateParameter"] ? AggregateParameters.fromJS(data["SortPerBinAggregateParameter"]) : <any>undefined; + if (data["BinningParameters"] && data["BinningParameters"].constructor === Array) { + this.binningParameters = []; + for (let item of data["BinningParameters"]) + this.binningParameters.push(BinningParameters.fromJS(item)); + } + if (data["PerBinAggregateParameters"] && data["PerBinAggregateParameters"].constructor === Array) { + this.perBinAggregateParameters = []; + for (let item of data["PerBinAggregateParameters"]) + this.perBinAggregateParameters.push(AggregateParameters.fromJS(item)); + } + if (data["GlobalAggregateParameters"] && data["GlobalAggregateParameters"].constructor === Array) { + this.globalAggregateParameters = []; + for (let item of data["GlobalAggregateParameters"]) + this.globalAggregateParameters.push(AggregateParameters.fromJS(item)); + } + if (data["Brushes"] && data["Brushes"].constructor === Array) { + this.brushes = []; + for (let item of data["Brushes"]) + this.brushes.push(item); + } + this.enableBrushComputation = data["EnableBrushComputation"]; + this.degreeOfParallism = data["DegreeOfParallism"]; + } + } + + static fromJS(data: any): HistogramOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new HistogramOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["SortPerBinAggregateParameter"] = this.sortPerBinAggregateParameter ? this.sortPerBinAggregateParameter.toJSON() : <any>undefined; + if (this.binningParameters && this.binningParameters.constructor === Array) { + data["BinningParameters"] = []; + for (let item of this.binningParameters) + data["BinningParameters"].push(item.toJSON()); + } + if (this.perBinAggregateParameters && this.perBinAggregateParameters.constructor === Array) { + data["PerBinAggregateParameters"] = []; + for (let item of this.perBinAggregateParameters) + data["PerBinAggregateParameters"].push(item.toJSON()); + } + if (this.globalAggregateParameters && this.globalAggregateParameters.constructor === Array) { + data["GlobalAggregateParameters"] = []; + for (let item of this.globalAggregateParameters) + data["GlobalAggregateParameters"].push(item.toJSON()); + } + if (this.brushes && this.brushes.constructor === Array) { + data["Brushes"] = []; + for (let item of this.brushes) + data["Brushes"].push(item); + } + data["EnableBrushComputation"] = this.enableBrushComputation; + data["DegreeOfParallism"] = this.degreeOfParallism; + super.toJSON(data); + return data; + } +} + +export interface IHistogramOperationParameters extends IDistOperationParameters { + sortPerBinAggregateParameter?: AggregateParameters | undefined; + binningParameters?: BinningParameters[] | undefined; + perBinAggregateParameters?: AggregateParameters[] | undefined; + globalAggregateParameters?: AggregateParameters[] | undefined; + brushes?: string[] | undefined; + enableBrushComputation?: boolean | undefined; + degreeOfParallism?: number | undefined; +} + +export class OptimizerOperationParameters extends DistOperationParameters implements IOptimizerOperationParameters { + taskType?: TaskType | undefined; + taskSubType?: TaskSubType | undefined; + metricType?: MetricType | undefined; + labelAttribute?: AttributeParameters | undefined; + featureAttributes?: AttributeParameters[] | undefined; + requiredPrimitives?: string[] | undefined; + pythonFilter?: string | undefined; + trainFilter?: string | undefined; + pythonTrainFilter?: string | undefined; + testFilter?: string | undefined; + pythonTestFilter?: string | undefined; + + constructor(data?: IOptimizerOperationParameters) { + super(data); + this._discriminator = "OptimizerOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.taskType = data["TaskType"]; + this.taskSubType = data["TaskSubType"]; + this.metricType = data["MetricType"]; + this.labelAttribute = data["LabelAttribute"] ? AttributeParameters.fromJS(data["LabelAttribute"]) : <any>undefined; + if (data["FeatureAttributes"] && data["FeatureAttributes"].constructor === Array) { + this.featureAttributes = []; + for (let item of data["FeatureAttributes"]) + this.featureAttributes.push(AttributeParameters.fromJS(item)); + } + if (data["RequiredPrimitives"] && data["RequiredPrimitives"].constructor === Array) { + this.requiredPrimitives = []; + for (let item of data["RequiredPrimitives"]) + this.requiredPrimitives.push(item); + } + this.pythonFilter = data["PythonFilter"]; + this.trainFilter = data["TrainFilter"]; + this.pythonTrainFilter = data["PythonTrainFilter"]; + this.testFilter = data["TestFilter"]; + this.pythonTestFilter = data["PythonTestFilter"]; + } + } + + static fromJS(data: any): OptimizerOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new OptimizerOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["TaskType"] = this.taskType; + data["TaskSubType"] = this.taskSubType; + data["MetricType"] = this.metricType; + data["LabelAttribute"] = this.labelAttribute ? this.labelAttribute.toJSON() : <any>undefined; + if (this.featureAttributes && this.featureAttributes.constructor === Array) { + data["FeatureAttributes"] = []; + for (let item of this.featureAttributes) + data["FeatureAttributes"].push(item.toJSON()); + } + if (this.requiredPrimitives && this.requiredPrimitives.constructor === Array) { + data["RequiredPrimitives"] = []; + for (let item of this.requiredPrimitives) + data["RequiredPrimitives"].push(item); + } + data["PythonFilter"] = this.pythonFilter; + data["TrainFilter"] = this.trainFilter; + data["PythonTrainFilter"] = this.pythonTrainFilter; + data["TestFilter"] = this.testFilter; + data["PythonTestFilter"] = this.pythonTestFilter; + super.toJSON(data); + return data; + } +} + +export interface IOptimizerOperationParameters extends IDistOperationParameters { + taskType?: TaskType | undefined; + taskSubType?: TaskSubType | undefined; + metricType?: MetricType | undefined; + labelAttribute?: AttributeParameters | undefined; + featureAttributes?: AttributeParameters[] | undefined; + requiredPrimitives?: string[] | undefined; + pythonFilter?: string | undefined; + trainFilter?: string | undefined; + pythonTrainFilter?: string | undefined; + testFilter?: string | undefined; + pythonTestFilter?: string | undefined; +} + +export enum TaskType { + Undefined = 0, + Classification = 1, + Regression = 2, + Clustering = 3, + LinkPrediction = 4, + VertexNomination = 5, + CommunityDetection = 6, + GraphClustering = 7, + GraphMatching = 8, + TimeSeriesForecasting = 9, + CollaborativeFiltering = 10, +} + +export enum TaskSubType { + Undefined = 0, + None = 1, + Binary = 2, + Multiclass = 3, + Multilabel = 4, + Univariate = 5, + Multivariate = 6, + Overlapping = 7, + Nonoverlapping = 8, +} + +export enum MetricType { + MetricUndefined = 0, + Accuracy = 1, + Precision = 2, + Recall = 3, + F1 = 4, + F1Micro = 5, + F1Macro = 6, + RocAuc = 7, + RocAucMicro = 8, + RocAucMacro = 9, + MeanSquaredError = 10, + RootMeanSquaredError = 11, + RootMeanSquaredErrorAvg = 12, + MeanAbsoluteError = 13, + RSquared = 14, + NormalizedMutualInformation = 15, + JaccardSimilarityScore = 16, + PrecisionAtTopK = 17, + ObjectDetectionAveragePrecision = 18, + Loss = 100, +} + +export class RawDataOperationParameters extends DistOperationParameters implements IRawDataOperationParameters { + sortUpRawName?: string | undefined; + sortDownRawName?: string | undefined; + numRecords?: number | undefined; + binningParameters?: BinningParameters[] | undefined; + brushes?: string[] | undefined; + enableBrushComputation?: boolean | undefined; + + constructor(data?: IRawDataOperationParameters) { + super(data); + this._discriminator = "RawDataOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.sortUpRawName = data["SortUpRawName"]; + this.sortDownRawName = data["SortDownRawName"]; + this.numRecords = data["NumRecords"]; + if (data["BinningParameters"] && data["BinningParameters"].constructor === Array) { + this.binningParameters = []; + for (let item of data["BinningParameters"]) + this.binningParameters.push(BinningParameters.fromJS(item)); + } + if (data["Brushes"] && data["Brushes"].constructor === Array) { + this.brushes = []; + for (let item of data["Brushes"]) + this.brushes.push(item); + } + this.enableBrushComputation = data["EnableBrushComputation"]; + } + } + + static fromJS(data: any): RawDataOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new RawDataOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["SortUpRawName"] = this.sortUpRawName; + data["SortDownRawName"] = this.sortDownRawName; + data["NumRecords"] = this.numRecords; + if (this.binningParameters && this.binningParameters.constructor === Array) { + data["BinningParameters"] = []; + for (let item of this.binningParameters) + data["BinningParameters"].push(item.toJSON()); + } + if (this.brushes && this.brushes.constructor === Array) { + data["Brushes"] = []; + for (let item of this.brushes) + data["Brushes"].push(item); + } + data["EnableBrushComputation"] = this.enableBrushComputation; + super.toJSON(data); + return data; + } +} + +export interface IRawDataOperationParameters extends IDistOperationParameters { + sortUpRawName?: string | undefined; + sortDownRawName?: string | undefined; + numRecords?: number | undefined; + binningParameters?: BinningParameters[] | undefined; + brushes?: string[] | undefined; + enableBrushComputation?: boolean | undefined; +} + +export class RecommenderOperationParameters extends DataOperationParameters implements IRecommenderOperationParameters { + target?: HistogramOperationParameters | undefined; + budget?: number | undefined; + modelId?: ModelId | undefined; + includeAttributeParameters?: AttributeParameters[] | undefined; + excludeAttributeParameters?: AttributeParameters[] | undefined; + riskControlType?: RiskControlType | undefined; + + constructor(data?: IRecommenderOperationParameters) { + super(data); + this._discriminator = "RecommenderOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.target = data["Target"] ? HistogramOperationParameters.fromJS(data["Target"]) : <any>undefined; + this.budget = data["Budget"]; + this.modelId = data["ModelId"] ? ModelId.fromJS(data["ModelId"]) : <any>undefined; + if (data["IncludeAttributeParameters"] && data["IncludeAttributeParameters"].constructor === Array) { + this.includeAttributeParameters = []; + for (let item of data["IncludeAttributeParameters"]) + this.includeAttributeParameters.push(AttributeParameters.fromJS(item)); + } + if (data["ExcludeAttributeParameters"] && data["ExcludeAttributeParameters"].constructor === Array) { + this.excludeAttributeParameters = []; + for (let item of data["ExcludeAttributeParameters"]) + this.excludeAttributeParameters.push(AttributeParameters.fromJS(item)); + } + this.riskControlType = data["RiskControlType"]; + } + } + + static fromJS(data: any): RecommenderOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new RecommenderOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Target"] = this.target ? this.target.toJSON() : <any>undefined; + data["Budget"] = this.budget; + data["ModelId"] = this.modelId ? this.modelId.toJSON() : <any>undefined; + if (this.includeAttributeParameters && this.includeAttributeParameters.constructor === Array) { + data["IncludeAttributeParameters"] = []; + for (let item of this.includeAttributeParameters) + data["IncludeAttributeParameters"].push(item.toJSON()); + } + if (this.excludeAttributeParameters && this.excludeAttributeParameters.constructor === Array) { + data["ExcludeAttributeParameters"] = []; + for (let item of this.excludeAttributeParameters) + data["ExcludeAttributeParameters"].push(item.toJSON()); + } + data["RiskControlType"] = this.riskControlType; + super.toJSON(data); + return data; + } +} + +export interface IRecommenderOperationParameters extends IDataOperationParameters { + target?: HistogramOperationParameters | undefined; + budget?: number | undefined; + modelId?: ModelId | undefined; + includeAttributeParameters?: AttributeParameters[] | undefined; + excludeAttributeParameters?: AttributeParameters[] | undefined; + riskControlType?: RiskControlType | undefined; +} + +export class ModelId implements IModelId { + value?: string | undefined; + + constructor(data?: IModelId) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): ModelId { + data = typeof data === 'object' ? data : {}; + let result = new ModelId(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + return data; + } +} + +export interface IModelId { + value?: string | undefined; +} + +export enum RiskControlType { + PCER = 0, + Bonferroni = 1, + AdaBonferroni = 2, + HolmBonferroni = 3, + BHFDR = 4, + SeqFDR = 5, + AlphaFDR = 6, + BestFootForward = 7, + BetaFarsighted = 8, + BetaFarsightedWithSupport = 9, + GammaFixed = 10, + DeltaHopeful = 11, + EpsilonHybrid = 12, + EpsilonHybridWithoutSupport = 13, + PsiSupport = 14, + ZetaDynamic = 15, + Unknown = 16, +} + +export abstract class TestDistOperationParameters extends DistOperationParameters implements ITestDistOperationParameters { + attributeParameters?: AttributeParameters[] | undefined; + + constructor(data?: ITestDistOperationParameters) { + super(data); + this._discriminator = "TestDistOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["AttributeParameters"] && data["AttributeParameters"].constructor === Array) { + this.attributeParameters = []; + for (let item of data["AttributeParameters"]) + this.attributeParameters.push(AttributeParameters.fromJS(item)); + } + } + } + + static fromJS(data: any): TestDistOperationParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "CDFOperationParameters") { + let result = new CDFOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "EmpiricalDistOperationParameters") { + let result = new EmpiricalDistOperationParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'TestDistOperationParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.attributeParameters && this.attributeParameters.constructor === Array) { + data["AttributeParameters"] = []; + for (let item of this.attributeParameters) + data["AttributeParameters"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface ITestDistOperationParameters extends IDistOperationParameters { + attributeParameters?: AttributeParameters[] | undefined; +} + +export class CDFOperationParameters extends TestDistOperationParameters implements ICDFOperationParameters { + + constructor(data?: ICDFOperationParameters) { + super(data); + this._discriminator = "CDFOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): CDFOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new CDFOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface ICDFOperationParameters extends ITestDistOperationParameters { +} + +export abstract class HypothesisTestParameters extends OperationParameters implements IHypothesisTestParameters { + childOperationParameters?: OperationParameters[] | undefined; + isCachable?: boolean | undefined; + + constructor(data?: IHypothesisTestParameters) { + super(data); + this._discriminator = "HypothesisTestParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["ChildOperationParameters"] && data["ChildOperationParameters"].constructor === Array) { + this.childOperationParameters = []; + for (let item of data["ChildOperationParameters"]) + this.childOperationParameters.push(OperationParameters.fromJS(item)); + } + this.isCachable = data["IsCachable"]; + } + } + + static fromJS(data: any): HypothesisTestParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "ChiSquaredTestOperationParameters") { + let result = new ChiSquaredTestOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "CorrelationTestOperationParameters") { + let result = new CorrelationTestOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "KSTestOperationParameters") { + let result = new KSTestOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "RootMeanSquareTestOperationParameters") { + let result = new RootMeanSquareTestOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "TTestOperationParameters") { + let result = new TTestOperationParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'HypothesisTestParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.childOperationParameters && this.childOperationParameters.constructor === Array) { + data["ChildOperationParameters"] = []; + for (let item of this.childOperationParameters) + data["ChildOperationParameters"].push(item.toJSON()); + } + data["IsCachable"] = this.isCachable; + super.toJSON(data); + return data; + } +} + +export interface IHypothesisTestParameters extends IOperationParameters { + childOperationParameters?: OperationParameters[] | undefined; + isCachable?: boolean | undefined; +} + +export class ChiSquaredTestOperationParameters extends HypothesisTestParameters implements IChiSquaredTestOperationParameters { + + constructor(data?: IChiSquaredTestOperationParameters) { + super(data); + this._discriminator = "ChiSquaredTestOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): ChiSquaredTestOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new ChiSquaredTestOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IChiSquaredTestOperationParameters extends IHypothesisTestParameters { +} + +export class CorrelationTestOperationParameters extends HypothesisTestParameters implements ICorrelationTestOperationParameters { + + constructor(data?: ICorrelationTestOperationParameters) { + super(data); + this._discriminator = "CorrelationTestOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): CorrelationTestOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new CorrelationTestOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface ICorrelationTestOperationParameters extends IHypothesisTestParameters { +} + +export class SubmitProblemParameters implements ISubmitProblemParameters { + id?: string | undefined; + + constructor(data?: ISubmitProblemParameters) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.id = data["Id"]; + } + } + + static fromJS(data: any): SubmitProblemParameters { + data = typeof data === 'object' ? data : {}; + let result = new SubmitProblemParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Id"] = this.id; + return data; + } +} + +export interface ISubmitProblemParameters { + id?: string | undefined; +} + +export class SpecifyProblemParameters implements ISpecifyProblemParameters { + id?: string | undefined; + userComment?: string | undefined; + optimizerOperationParameters?: OptimizerOperationParameters | undefined; + + constructor(data?: ISpecifyProblemParameters) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.id = data["Id"]; + this.userComment = data["UserComment"]; + this.optimizerOperationParameters = data["OptimizerOperationParameters"] ? OptimizerOperationParameters.fromJS(data["OptimizerOperationParameters"]) : <any>undefined; + } + } + + static fromJS(data: any): SpecifyProblemParameters { + data = typeof data === 'object' ? data : {}; + let result = new SpecifyProblemParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Id"] = this.id; + data["UserComment"] = this.userComment; + data["OptimizerOperationParameters"] = this.optimizerOperationParameters ? this.optimizerOperationParameters.toJSON() : <any>undefined; + return data; + } +} + +export interface ISpecifyProblemParameters { + id?: string | undefined; + userComment?: string | undefined; + optimizerOperationParameters?: OptimizerOperationParameters | undefined; +} + +export class EmpiricalDistOperationParameters extends TestDistOperationParameters implements IEmpiricalDistOperationParameters { + keepSamples?: boolean | undefined; + + constructor(data?: IEmpiricalDistOperationParameters) { + super(data); + this._discriminator = "EmpiricalDistOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.keepSamples = data["KeepSamples"]; + } + } + + static fromJS(data: any): EmpiricalDistOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new EmpiricalDistOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["KeepSamples"] = this.keepSamples; + super.toJSON(data); + return data; + } +} + +export interface IEmpiricalDistOperationParameters extends ITestDistOperationParameters { + keepSamples?: boolean | undefined; +} + +export class KSTestOperationParameters extends HypothesisTestParameters implements IKSTestOperationParameters { + + constructor(data?: IKSTestOperationParameters) { + super(data); + this._discriminator = "KSTestOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): KSTestOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new KSTestOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IKSTestOperationParameters extends IHypothesisTestParameters { +} + +export abstract class ModelOperationParameters extends OperationParameters implements IModelOperationParameters { + + constructor(data?: IModelOperationParameters) { + super(data); + this._discriminator = "ModelOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): ModelOperationParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "NewModelOperationParameters") { + let result = new NewModelOperationParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "AddComparisonParameters") { + let result = new AddComparisonParameters(); + result.init(data); + return result; + } + if (data["discriminator"] === "GetModelStateParameters") { + let result = new GetModelStateParameters(); + result.init(data); + return result; + } + throw new Error("The abstract class 'ModelOperationParameters' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IModelOperationParameters extends IOperationParameters { +} + +export class NewModelOperationParameters extends ModelOperationParameters implements INewModelOperationParameters { + riskControlTypes?: RiskControlType[] | undefined; + alpha?: number | undefined; + alphaInvestParameter?: AlphaInvestParameter | undefined; + + constructor(data?: INewModelOperationParameters) { + super(data); + this._discriminator = "NewModelOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["RiskControlTypes"] && data["RiskControlTypes"].constructor === Array) { + this.riskControlTypes = []; + for (let item of data["RiskControlTypes"]) + this.riskControlTypes.push(item); + } + this.alpha = data["Alpha"]; + this.alphaInvestParameter = data["AlphaInvestParameter"] ? AlphaInvestParameter.fromJS(data["AlphaInvestParameter"]) : <any>undefined; + } + } + + static fromJS(data: any): NewModelOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new NewModelOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.riskControlTypes && this.riskControlTypes.constructor === Array) { + data["RiskControlTypes"] = []; + for (let item of this.riskControlTypes) + data["RiskControlTypes"].push(item); + } + data["Alpha"] = this.alpha; + data["AlphaInvestParameter"] = this.alphaInvestParameter ? this.alphaInvestParameter.toJSON() : <any>undefined; + super.toJSON(data); + return data; + } +} + +export interface INewModelOperationParameters extends IModelOperationParameters { + riskControlTypes?: RiskControlType[] | undefined; + alpha?: number | undefined; + alphaInvestParameter?: AlphaInvestParameter | undefined; +} + +export class AlphaInvestParameter extends UniqueJson implements IAlphaInvestParameter { + beta?: number | undefined; + gamma?: number | undefined; + delta?: number | undefined; + epsilon?: number | undefined; + windowSize?: number | undefined; + psi?: number | undefined; + + constructor(data?: IAlphaInvestParameter) { + super(data); + } + + init(data?: any) { + super.init(data); + if (data) { + this.beta = data["Beta"]; + this.gamma = data["Gamma"]; + this.delta = data["Delta"]; + this.epsilon = data["Epsilon"]; + this.windowSize = data["WindowSize"]; + this.psi = data["Psi"]; + } + } + + static fromJS(data: any): AlphaInvestParameter { + data = typeof data === 'object' ? data : {}; + let result = new AlphaInvestParameter(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Beta"] = this.beta; + data["Gamma"] = this.gamma; + data["Delta"] = this.delta; + data["Epsilon"] = this.epsilon; + data["WindowSize"] = this.windowSize; + data["Psi"] = this.psi; + super.toJSON(data); + return data; + } +} + +export interface IAlphaInvestParameter extends IUniqueJson { + beta?: number | undefined; + gamma?: number | undefined; + delta?: number | undefined; + epsilon?: number | undefined; + windowSize?: number | undefined; + psi?: number | undefined; +} + +export class RootMeanSquareTestOperationParameters extends HypothesisTestParameters implements IRootMeanSquareTestOperationParameters { + seeded?: boolean | undefined; + pValueConvergenceThreshold?: number | undefined; + maxSimulationBatchCount?: number | undefined; + perBatchSimulationCount?: number | undefined; + + constructor(data?: IRootMeanSquareTestOperationParameters) { + super(data); + this._discriminator = "RootMeanSquareTestOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.seeded = data["Seeded"]; + this.pValueConvergenceThreshold = data["PValueConvergenceThreshold"]; + this.maxSimulationBatchCount = data["MaxSimulationBatchCount"]; + this.perBatchSimulationCount = data["PerBatchSimulationCount"]; + } + } + + static fromJS(data: any): RootMeanSquareTestOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new RootMeanSquareTestOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Seeded"] = this.seeded; + data["PValueConvergenceThreshold"] = this.pValueConvergenceThreshold; + data["MaxSimulationBatchCount"] = this.maxSimulationBatchCount; + data["PerBatchSimulationCount"] = this.perBatchSimulationCount; + super.toJSON(data); + return data; + } +} + +export interface IRootMeanSquareTestOperationParameters extends IHypothesisTestParameters { + seeded?: boolean | undefined; + pValueConvergenceThreshold?: number | undefined; + maxSimulationBatchCount?: number | undefined; + perBatchSimulationCount?: number | undefined; +} + +export class TTestOperationParameters extends HypothesisTestParameters implements ITTestOperationParameters { + + constructor(data?: ITTestOperationParameters) { + super(data); + this._discriminator = "TTestOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): TTestOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new TTestOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface ITTestOperationParameters extends IHypothesisTestParameters { +} + +export enum EffectSize { + Small = 1, + Meduim = 2, + Large = 4, +} + +export abstract class Result extends UniqueJson implements IResult { + progress?: number | undefined; + + protected _discriminator: string; + + constructor(data?: IResult) { + super(data); + this._discriminator = "Result"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.progress = data["Progress"]; + } + } + + static fromJS(data: any): Result { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "ErrorResult") { + let result = new ErrorResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "HistogramResult") { + let result = new HistogramResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "DistResult") { + throw new Error("The abstract class 'DistResult' cannot be instantiated."); + } + if (data["discriminator"] === "ModelWealthResult") { + let result = new ModelWealthResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "HypothesisTestResult") { + throw new Error("The abstract class 'HypothesisTestResult' cannot be instantiated."); + } + if (data["discriminator"] === "ModelOperationResult") { + throw new Error("The abstract class 'ModelOperationResult' cannot be instantiated."); + } + if (data["discriminator"] === "RecommenderResult") { + let result = new RecommenderResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "Decision") { + let result = new Decision(); + result.init(data); + return result; + } + if (data["discriminator"] === "OptimizerResult") { + let result = new OptimizerResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "ExampleResult") { + let result = new ExampleResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "NewModelOperationResult") { + let result = new NewModelOperationResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "AddComparisonResult") { + let result = new AddComparisonResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "GetModelStateResult") { + let result = new GetModelStateResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "FeatureImportanceResult") { + let result = new FeatureImportanceResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "RawDataResult") { + let result = new RawDataResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "SampleResult") { + let result = new SampleResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "CDFResult") { + let result = new CDFResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "ChiSquaredTestResult") { + let result = new ChiSquaredTestResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "CorrelationTestResult") { + let result = new CorrelationTestResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "EmpiricalDistResult") { + let result = new EmpiricalDistResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "KSTestResult") { + let result = new KSTestResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "RootMeanSquareTestResult") { + let result = new RootMeanSquareTestResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "TTestResult") { + let result = new TTestResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "FrequentItemsetResult") { + let result = new FrequentItemsetResult(); + result.init(data); + return result; + } + throw new Error("The abstract class 'Result' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + data["Progress"] = this.progress; + super.toJSON(data); + return data; + } +} + +export interface IResult extends IUniqueJson { + progress?: number | undefined; +} + +export class ErrorResult extends Result implements IErrorResult { + message?: string | undefined; + + constructor(data?: IErrorResult) { + super(data); + this._discriminator = "ErrorResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.message = data["Message"]; + } + } + + static fromJS(data: any): ErrorResult { + data = typeof data === 'object' ? data : {}; + let result = new ErrorResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Message"] = this.message; + super.toJSON(data); + return data; + } +} + +export interface IErrorResult extends IResult { + message?: string | undefined; +} + +export abstract class DistResult extends Result implements IDistResult { + sampleSize?: number | undefined; + populationSize?: number | undefined; + + constructor(data?: IDistResult) { + super(data); + this._discriminator = "DistResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.sampleSize = data["SampleSize"]; + this.populationSize = data["PopulationSize"]; + } + } + + static fromJS(data: any): DistResult { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "HistogramResult") { + let result = new HistogramResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "RawDataResult") { + let result = new RawDataResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "SampleResult") { + let result = new SampleResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "CDFResult") { + let result = new CDFResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "EmpiricalDistResult") { + let result = new EmpiricalDistResult(); + result.init(data); + return result; + } + throw new Error("The abstract class 'DistResult' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["SampleSize"] = this.sampleSize; + data["PopulationSize"] = this.populationSize; + super.toJSON(data); + return data; + } +} + +export interface IDistResult extends IResult { + sampleSize?: number | undefined; + populationSize?: number | undefined; +} + +export class HistogramResult extends DistResult implements IHistogramResult { + aggregateResults?: AggregateResult[][] | undefined; + isEmpty?: boolean | undefined; + brushes?: Brush[] | undefined; + binRanges?: BinRange[] | undefined; + aggregateParameters?: AggregateParameters[] | undefined; + nullValueCount?: number | undefined; + bins?: { [key: string]: Bin; } | undefined; + + constructor(data?: IHistogramResult) { + super(data); + this._discriminator = "HistogramResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["AggregateResults"] && data["AggregateResults"].constructor === Array) { + this.aggregateResults = []; + for (let item of data["AggregateResults"]) + this.aggregateResults.push(item); + } + this.isEmpty = data["IsEmpty"]; + if (data["Brushes"] && data["Brushes"].constructor === Array) { + this.brushes = []; + for (let item of data["Brushes"]) + this.brushes.push(Brush.fromJS(item)); + } + if (data["BinRanges"] && data["BinRanges"].constructor === Array) { + this.binRanges = []; + for (let item of data["BinRanges"]) + this.binRanges.push(BinRange.fromJS(item)); + } + if (data["AggregateParameters"] && data["AggregateParameters"].constructor === Array) { + this.aggregateParameters = []; + for (let item of data["AggregateParameters"]) + this.aggregateParameters.push(AggregateParameters.fromJS(item)); + } + this.nullValueCount = data["NullValueCount"]; + if (data["Bins"]) { + this.bins = {}; + for (let key in data["Bins"]) { + if (data["Bins"].hasOwnProperty(key)) + this.bins[key] = data["Bins"][key] ? Bin.fromJS(data["Bins"][key]) : new Bin(); + } + } + } + } + + static fromJS(data: any): HistogramResult { + data = typeof data === 'object' ? data : {}; + let result = new HistogramResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.aggregateResults && this.aggregateResults.constructor === Array) { + data["AggregateResults"] = []; + for (let item of this.aggregateResults) + data["AggregateResults"].push(item); + } + data["IsEmpty"] = this.isEmpty; + if (this.brushes && this.brushes.constructor === Array) { + data["Brushes"] = []; + for (let item of this.brushes) + data["Brushes"].push(item.toJSON()); + } + if (this.binRanges && this.binRanges.constructor === Array) { + data["BinRanges"] = []; + for (let item of this.binRanges) + data["BinRanges"].push(item.toJSON()); + } + if (this.aggregateParameters && this.aggregateParameters.constructor === Array) { + data["AggregateParameters"] = []; + for (let item of this.aggregateParameters) + data["AggregateParameters"].push(item.toJSON()); + } + data["NullValueCount"] = this.nullValueCount; + if (this.bins) { + data["Bins"] = {}; + for (let key in this.bins) { + if (this.bins.hasOwnProperty(key)) + data["Bins"][key] = this.bins[key]; + } + } + super.toJSON(data); + return data; + } +} + +export interface IHistogramResult extends IDistResult { + aggregateResults?: AggregateResult[][] | undefined; + isEmpty?: boolean | undefined; + brushes?: Brush[] | undefined; + binRanges?: BinRange[] | undefined; + aggregateParameters?: AggregateParameters[] | undefined; + nullValueCount?: number | undefined; + bins?: { [key: string]: Bin; } | undefined; +} + +export abstract class AggregateResult implements IAggregateResult { + hasResult?: boolean | undefined; + n?: number | undefined; + + protected _discriminator: string; + + constructor(data?: IAggregateResult) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "AggregateResult"; + } + + init(data?: any) { + if (data) { + this.hasResult = data["HasResult"]; + this.n = data["N"]; + } + } + + static fromJS(data: any): AggregateResult | undefined { + if (data === null || data === undefined) { + return undefined; + } + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "MarginAggregateResult") { + let result = new MarginAggregateResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "DoubleValueAggregateResult") { + let result = new DoubleValueAggregateResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "PointsAggregateResult") { + let result = new PointsAggregateResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "SumEstimationAggregateResult") { + let result = new SumEstimationAggregateResult(); + result.init(data); + return result; + } + throw new Error("The abstract class 'AggregateResult' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + data["HasResult"] = this.hasResult; + data["N"] = this.n; + return data; + } +} + +export interface IAggregateResult { + hasResult?: boolean | undefined; + n?: number | undefined; +} + +export class MarginAggregateResult extends AggregateResult implements IMarginAggregateResult { + margin?: number | undefined; + absolutMargin?: number | undefined; + sumOfSquare?: number | undefined; + sampleStandardDeviation?: number | undefined; + mean?: number | undefined; + ex?: number | undefined; + ex2?: number | undefined; + variance?: number | undefined; + + constructor(data?: IMarginAggregateResult) { + super(data); + this._discriminator = "MarginAggregateResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.margin = data["Margin"]; + this.absolutMargin = data["AbsolutMargin"]; + this.sumOfSquare = data["SumOfSquare"]; + this.sampleStandardDeviation = data["SampleStandardDeviation"]; + this.mean = data["Mean"]; + this.ex = data["Ex"]; + this.ex2 = data["Ex2"]; + this.variance = data["Variance"]; + } + } + + static fromJS(data: any): MarginAggregateResult { + data = typeof data === 'object' ? data : {}; + let result = new MarginAggregateResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Margin"] = this.margin; + data["AbsolutMargin"] = this.absolutMargin; + data["SumOfSquare"] = this.sumOfSquare; + data["SampleStandardDeviation"] = this.sampleStandardDeviation; + data["Mean"] = this.mean; + data["Ex"] = this.ex; + data["Ex2"] = this.ex2; + data["Variance"] = this.variance; + super.toJSON(data); + return data; + } +} + +export interface IMarginAggregateResult extends IAggregateResult { + margin?: number | undefined; + absolutMargin?: number | undefined; + sumOfSquare?: number | undefined; + sampleStandardDeviation?: number | undefined; + mean?: number | undefined; + ex?: number | undefined; + ex2?: number | undefined; + variance?: number | undefined; +} + +export class DoubleValueAggregateResult extends AggregateResult implements IDoubleValueAggregateResult { + result?: number | undefined; + temporaryResult?: number | undefined; + + constructor(data?: IDoubleValueAggregateResult) { + super(data); + this._discriminator = "DoubleValueAggregateResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.result = data["Result"]; + this.temporaryResult = data["TemporaryResult"]; + } + } + + static fromJS(data: any): DoubleValueAggregateResult { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "SumEstimationAggregateResult") { + let result = new SumEstimationAggregateResult(); + result.init(data); + return result; + } + let result = new DoubleValueAggregateResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Result"] = this.result; + data["TemporaryResult"] = this.temporaryResult; + super.toJSON(data); + return data; + } +} + +export interface IDoubleValueAggregateResult extends IAggregateResult { + result?: number | undefined; + temporaryResult?: number | undefined; +} + +export class PointsAggregateResult extends AggregateResult implements IPointsAggregateResult { + points?: Point[] | undefined; + + constructor(data?: IPointsAggregateResult) { + super(data); + this._discriminator = "PointsAggregateResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Points"] && data["Points"].constructor === Array) { + this.points = []; + for (let item of data["Points"]) + this.points.push(Point.fromJS(item)); + } + } + } + + static fromJS(data: any): PointsAggregateResult { + data = typeof data === 'object' ? data : {}; + let result = new PointsAggregateResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.points && this.points.constructor === Array) { + data["Points"] = []; + for (let item of this.points) + data["Points"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface IPointsAggregateResult extends IAggregateResult { + points?: Point[] | undefined; +} + +export class Point implements IPoint { + x?: number | undefined; + y?: number | undefined; + + constructor(data?: IPoint) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.x = data["X"]; + this.y = data["Y"]; + } + } + + static fromJS(data: any): Point { + data = typeof data === 'object' ? data : {}; + let result = new Point(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["X"] = this.x; + data["Y"] = this.y; + return data; + } +} + +export interface IPoint { + x?: number | undefined; + y?: number | undefined; +} + +export class SumEstimationAggregateResult extends DoubleValueAggregateResult implements ISumEstimationAggregateResult { + sum?: number | undefined; + sumEstimation?: number | undefined; + + constructor(data?: ISumEstimationAggregateResult) { + super(data); + this._discriminator = "SumEstimationAggregateResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.sum = data["Sum"]; + this.sumEstimation = data["SumEstimation"]; + } + } + + static fromJS(data: any): SumEstimationAggregateResult { + data = typeof data === 'object' ? data : {}; + let result = new SumEstimationAggregateResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Sum"] = this.sum; + data["SumEstimation"] = this.sumEstimation; + super.toJSON(data); + return data; + } +} + +export interface ISumEstimationAggregateResult extends IDoubleValueAggregateResult { + sum?: number | undefined; + sumEstimation?: number | undefined; +} + +export class Brush implements IBrush { + brushIndex?: number | undefined; + brushEnum?: BrushEnum | undefined; + + constructor(data?: IBrush) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.brushIndex = data["BrushIndex"]; + this.brushEnum = data["BrushEnum"]; + } + } + + static fromJS(data: any): Brush { + data = typeof data === 'object' ? data : {}; + let result = new Brush(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["BrushIndex"] = this.brushIndex; + data["BrushEnum"] = this.brushEnum; + return data; + } +} + +export interface IBrush { + brushIndex?: number | undefined; + brushEnum?: BrushEnum | undefined; +} + +export enum BrushEnum { + Overlap = 0, + Rest = 1, + All = 2, + UserSpecified = 3, +} + +export abstract class BinRange implements IBinRange { + minValue?: number | undefined; + maxValue?: number | undefined; + targetBinNumber?: number | undefined; + + protected _discriminator: string; + + constructor(data?: IBinRange) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "BinRange"; + } + + init(data?: any) { + if (data) { + this.minValue = data["MinValue"]; + this.maxValue = data["MaxValue"]; + this.targetBinNumber = data["TargetBinNumber"]; + } + } + + static fromJS(data: any): BinRange { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "NominalBinRange") { + let result = new NominalBinRange(); + result.init(data); + return result; + } + if (data["discriminator"] === "QuantitativeBinRange") { + let result = new QuantitativeBinRange(); + result.init(data); + return result; + } + if (data["discriminator"] === "AggregateBinRange") { + let result = new AggregateBinRange(); + result.init(data); + return result; + } + if (data["discriminator"] === "AlphabeticBinRange") { + let result = new AlphabeticBinRange(); + result.init(data); + return result; + } + if (data["discriminator"] === "DateTimeBinRange") { + let result = new DateTimeBinRange(); + result.init(data); + return result; + } + throw new Error("The abstract class 'BinRange' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + data["MinValue"] = this.minValue; + data["MaxValue"] = this.maxValue; + data["TargetBinNumber"] = this.targetBinNumber; + return data; + } +} + +export interface IBinRange { + minValue?: number | undefined; + maxValue?: number | undefined; + targetBinNumber?: number | undefined; +} + +export class NominalBinRange extends BinRange implements INominalBinRange { + labelsValue?: { [key: string]: number; } | undefined; + valuesLabel?: { [key: string]: string; } | undefined; + + constructor(data?: INominalBinRange) { + super(data); + this._discriminator = "NominalBinRange"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["LabelsValue"]) { + this.labelsValue = {}; + for (let key in data["LabelsValue"]) { + if (data["LabelsValue"].hasOwnProperty(key)) + this.labelsValue[key] = data["LabelsValue"][key]; + } + } + if (data["ValuesLabel"]) { + this.valuesLabel = {}; + for (let key in data["ValuesLabel"]) { + if (data["ValuesLabel"].hasOwnProperty(key)) + this.valuesLabel[key] = data["ValuesLabel"][key]; + } + } + } + } + + static fromJS(data: any): NominalBinRange { + data = typeof data === 'object' ? data : {}; + let result = new NominalBinRange(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.labelsValue) { + data["LabelsValue"] = {}; + for (let key in this.labelsValue) { + if (this.labelsValue.hasOwnProperty(key)) + data["LabelsValue"][key] = this.labelsValue[key]; + } + } + if (this.valuesLabel) { + data["ValuesLabel"] = {}; + for (let key in this.valuesLabel) { + if (this.valuesLabel.hasOwnProperty(key)) + data["ValuesLabel"][key] = this.valuesLabel[key]; + } + } + super.toJSON(data); + return data; + } +} + +export interface INominalBinRange extends IBinRange { + labelsValue?: { [key: string]: number; } | undefined; + valuesLabel?: { [key: string]: string; } | undefined; +} + +export class QuantitativeBinRange extends BinRange implements IQuantitativeBinRange { + isIntegerRange?: boolean | undefined; + step?: number | undefined; + + constructor(data?: IQuantitativeBinRange) { + super(data); + this._discriminator = "QuantitativeBinRange"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.isIntegerRange = data["IsIntegerRange"]; + this.step = data["Step"]; + } + } + + static fromJS(data: any): QuantitativeBinRange { + data = typeof data === 'object' ? data : {}; + let result = new QuantitativeBinRange(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["IsIntegerRange"] = this.isIntegerRange; + data["Step"] = this.step; + super.toJSON(data); + return data; + } +} + +export interface IQuantitativeBinRange extends IBinRange { + isIntegerRange?: boolean | undefined; + step?: number | undefined; +} + +export class AggregateBinRange extends BinRange implements IAggregateBinRange { + + constructor(data?: IAggregateBinRange) { + super(data); + this._discriminator = "AggregateBinRange"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): AggregateBinRange { + data = typeof data === 'object' ? data : {}; + let result = new AggregateBinRange(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IAggregateBinRange extends IBinRange { +} + +export class AlphabeticBinRange extends BinRange implements IAlphabeticBinRange { + prefix?: string | undefined; + labelsValue?: { [key: string]: number; } | undefined; + valuesLabel?: { [key: string]: string; } | undefined; + + constructor(data?: IAlphabeticBinRange) { + super(data); + this._discriminator = "AlphabeticBinRange"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.prefix = data["Prefix"]; + if (data["LabelsValue"]) { + this.labelsValue = {}; + for (let key in data["LabelsValue"]) { + if (data["LabelsValue"].hasOwnProperty(key)) + this.labelsValue[key] = data["LabelsValue"][key]; + } + } + if (data["ValuesLabel"]) { + this.valuesLabel = {}; + for (let key in data["ValuesLabel"]) { + if (data["ValuesLabel"].hasOwnProperty(key)) + this.valuesLabel[key] = data["ValuesLabel"][key]; + } + } + } + } + + static fromJS(data: any): AlphabeticBinRange { + data = typeof data === 'object' ? data : {}; + let result = new AlphabeticBinRange(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Prefix"] = this.prefix; + if (this.labelsValue) { + data["LabelsValue"] = {}; + for (let key in this.labelsValue) { + if (this.labelsValue.hasOwnProperty(key)) + data["LabelsValue"][key] = this.labelsValue[key]; + } + } + if (this.valuesLabel) { + data["ValuesLabel"] = {}; + for (let key in this.valuesLabel) { + if (this.valuesLabel.hasOwnProperty(key)) + data["ValuesLabel"][key] = this.valuesLabel[key]; + } + } + super.toJSON(data); + return data; + } +} + +export interface IAlphabeticBinRange extends IBinRange { + prefix?: string | undefined; + labelsValue?: { [key: string]: number; } | undefined; + valuesLabel?: { [key: string]: string; } | undefined; +} + +export class DateTimeBinRange extends BinRange implements IDateTimeBinRange { + step?: DateTimeStep | undefined; + + constructor(data?: IDateTimeBinRange) { + super(data); + this._discriminator = "DateTimeBinRange"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.step = data["Step"] ? DateTimeStep.fromJS(data["Step"]) : <any>undefined; + } + } + + static fromJS(data: any): DateTimeBinRange { + data = typeof data === 'object' ? data : {}; + let result = new DateTimeBinRange(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Step"] = this.step ? this.step.toJSON() : <any>undefined; + super.toJSON(data); + return data; + } +} + +export interface IDateTimeBinRange extends IBinRange { + step?: DateTimeStep | undefined; +} + +export class DateTimeStep implements IDateTimeStep { + dateTimeStepGranularity?: DateTimeStepGranularity | undefined; + dateTimeStepValue?: number | undefined; + dateTimeStepMaxValue?: number | undefined; + + constructor(data?: IDateTimeStep) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.dateTimeStepGranularity = data["DateTimeStepGranularity"]; + this.dateTimeStepValue = data["DateTimeStepValue"]; + this.dateTimeStepMaxValue = data["DateTimeStepMaxValue"]; + } + } + + static fromJS(data: any): DateTimeStep { + data = typeof data === 'object' ? data : {}; + let result = new DateTimeStep(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["DateTimeStepGranularity"] = this.dateTimeStepGranularity; + data["DateTimeStepValue"] = this.dateTimeStepValue; + data["DateTimeStepMaxValue"] = this.dateTimeStepMaxValue; + return data; + } +} + +export interface IDateTimeStep { + dateTimeStepGranularity?: DateTimeStepGranularity | undefined; + dateTimeStepValue?: number | undefined; + dateTimeStepMaxValue?: number | undefined; +} + +export enum DateTimeStepGranularity { + Second = 0, + Minute = 1, + Hour = 2, + Day = 3, + Month = 4, + Year = 5, +} + +export class Bin implements IBin { + aggregateResults?: AggregateResult[] | undefined; + count?: number | undefined; + binIndex?: BinIndex | undefined; + spans?: Span[] | undefined; + xSize?: number | undefined; + ySize?: number | undefined; + + constructor(data?: IBin) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + if (data["AggregateResults"] && data["AggregateResults"].constructor === Array) { + this.aggregateResults = []; + for (let item of data["AggregateResults"]) { + let fromJs = AggregateResult.fromJS(item); + if (fromJs) + this.aggregateResults.push(fromJs); + } + } + this.count = data["Count"]; + this.binIndex = data["BinIndex"] ? BinIndex.fromJS(data["BinIndex"]) : <any>undefined; + if (data["Spans"] && data["Spans"].constructor === Array) { + this.spans = []; + for (let item of data["Spans"]) + this.spans.push(Span.fromJS(item)); + } + this.xSize = data["XSize"]; + this.ySize = data["YSize"]; + } + } + + static fromJS(data: any): Bin { + data = typeof data === 'object' ? data : {}; + let result = new Bin(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.aggregateResults && this.aggregateResults.constructor === Array) { + data["AggregateResults"] = []; + for (let item of this.aggregateResults) + data["AggregateResults"].push(item.toJSON()); + } + data["Count"] = this.count; + data["BinIndex"] = this.binIndex ? this.binIndex.toJSON() : <any>undefined; + if (this.spans && this.spans.constructor === Array) { + data["Spans"] = []; + for (let item of this.spans) + data["Spans"].push(item.toJSON()); + } + data["XSize"] = this.xSize; + data["YSize"] = this.ySize; + return data; + } +} + +export interface IBin { + aggregateResults?: AggregateResult[] | undefined; + count?: number | undefined; + binIndex?: BinIndex | undefined; + spans?: Span[] | undefined; + xSize?: number | undefined; + ySize?: number | undefined; +} + +export class BinIndex implements IBinIndex { + indices?: number[] | undefined; + flatIndex?: number | undefined; + + constructor(data?: IBinIndex) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + if (data["Indices"] && data["Indices"].constructor === Array) { + this.indices = []; + for (let item of data["Indices"]) + this.indices.push(item); + } + this.flatIndex = data["FlatIndex"]; + } + } + + static fromJS(data: any): BinIndex { + data = typeof data === 'object' ? data : {}; + let result = new BinIndex(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.indices && this.indices.constructor === Array) { + data["Indices"] = []; + for (let item of this.indices) + data["Indices"].push(item); + } + data["FlatIndex"] = this.flatIndex; + return data; + } +} + +export interface IBinIndex { + indices?: number[] | undefined; + flatIndex?: number | undefined; +} + +export class Span implements ISpan { + min?: number | undefined; + max?: number | undefined; + index?: number | undefined; + + constructor(data?: ISpan) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.min = data["Min"]; + this.max = data["Max"]; + this.index = data["Index"]; + } + } + + static fromJS(data: any): Span { + data = typeof data === 'object' ? data : {}; + let result = new Span(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Min"] = this.min; + data["Max"] = this.max; + data["Index"] = this.index; + return data; + } +} + +export interface ISpan { + min?: number | undefined; + max?: number | undefined; + index?: number | undefined; +} + +export class ModelWealthResult extends Result implements IModelWealthResult { + wealth?: number | undefined; + startWealth?: number | undefined; + + constructor(data?: IModelWealthResult) { + super(data); + this._discriminator = "ModelWealthResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.wealth = data["Wealth"]; + this.startWealth = data["StartWealth"]; + } + } + + static fromJS(data: any): ModelWealthResult { + data = typeof data === 'object' ? data : {}; + let result = new ModelWealthResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Wealth"] = this.wealth; + data["StartWealth"] = this.startWealth; + super.toJSON(data); + return data; + } +} + +export interface IModelWealthResult extends IResult { + wealth?: number | undefined; + startWealth?: number | undefined; +} + +export abstract class HypothesisTestResult extends Result implements IHypothesisTestResult { + pValue?: number | undefined; + statistic?: number | undefined; + support?: number | undefined; + sampleSizes?: number[] | undefined; + errorMessage?: string | undefined; + + constructor(data?: IHypothesisTestResult) { + super(data); + this._discriminator = "HypothesisTestResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.pValue = data["PValue"]; + this.statistic = data["Statistic"]; + this.support = data["Support"]; + if (data["SampleSizes"] && data["SampleSizes"].constructor === Array) { + this.sampleSizes = []; + for (let item of data["SampleSizes"]) + this.sampleSizes.push(item); + } + this.errorMessage = data["ErrorMessage"]; + } + } + + static fromJS(data: any): HypothesisTestResult { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "ChiSquaredTestResult") { + let result = new ChiSquaredTestResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "CorrelationTestResult") { + let result = new CorrelationTestResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "KSTestResult") { + let result = new KSTestResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "RootMeanSquareTestResult") { + let result = new RootMeanSquareTestResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "TTestResult") { + let result = new TTestResult(); + result.init(data); + return result; + } + throw new Error("The abstract class 'HypothesisTestResult' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["PValue"] = this.pValue; + data["Statistic"] = this.statistic; + data["Support"] = this.support; + if (this.sampleSizes && this.sampleSizes.constructor === Array) { + data["SampleSizes"] = []; + for (let item of this.sampleSizes) + data["SampleSizes"].push(item); + } + data["ErrorMessage"] = this.errorMessage; + super.toJSON(data); + return data; + } +} + +export interface IHypothesisTestResult extends IResult { + pValue?: number | undefined; + statistic?: number | undefined; + support?: number | undefined; + sampleSizes?: number[] | undefined; + errorMessage?: string | undefined; +} + +export abstract class ModelOperationResult extends Result implements IModelOperationResult { + modelId?: ModelId | undefined; + + constructor(data?: IModelOperationResult) { + super(data); + this._discriminator = "ModelOperationResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.modelId = data["ModelId"] ? ModelId.fromJS(data["ModelId"]) : <any>undefined; + } + } + + static fromJS(data: any): ModelOperationResult { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "NewModelOperationResult") { + let result = new NewModelOperationResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "AddComparisonResult") { + let result = new AddComparisonResult(); + result.init(data); + return result; + } + if (data["discriminator"] === "GetModelStateResult") { + let result = new GetModelStateResult(); + result.init(data); + return result; + } + throw new Error("The abstract class 'ModelOperationResult' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["ModelId"] = this.modelId ? this.modelId.toJSON() : <any>undefined; + super.toJSON(data); + return data; + } +} + +export interface IModelOperationResult extends IResult { + modelId?: ModelId | undefined; +} + +export class RecommenderResult extends Result implements IRecommenderResult { + recommendedHistograms?: RecommendedHistogram[] | undefined; + totalCount?: number | undefined; + + constructor(data?: IRecommenderResult) { + super(data); + this._discriminator = "RecommenderResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["RecommendedHistograms"] && data["RecommendedHistograms"].constructor === Array) { + this.recommendedHistograms = []; + for (let item of data["RecommendedHistograms"]) + this.recommendedHistograms.push(RecommendedHistogram.fromJS(item)); + } + this.totalCount = data["TotalCount"]; + } + } + + static fromJS(data: any): RecommenderResult { + data = typeof data === 'object' ? data : {}; + let result = new RecommenderResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.recommendedHistograms && this.recommendedHistograms.constructor === Array) { + data["RecommendedHistograms"] = []; + for (let item of this.recommendedHistograms) + data["RecommendedHistograms"].push(item.toJSON()); + } + data["TotalCount"] = this.totalCount; + super.toJSON(data); + return data; + } +} + +export interface IRecommenderResult extends IResult { + recommendedHistograms?: RecommendedHistogram[] | undefined; + totalCount?: number | undefined; +} + +export class RecommendedHistogram implements IRecommendedHistogram { + histogramResult?: HistogramResult | undefined; + selectedBinIndices?: BinIndex[] | undefined; + selections?: Selection[] | undefined; + pValue?: number | undefined; + significance?: boolean | undefined; + decision?: Decision | undefined; + effectSize?: number | undefined; + hypothesisTestResult?: HypothesisTestResult | undefined; + id?: string | undefined; + xAttribute?: Attribute | undefined; + yAttribute?: Attribute | undefined; + + constructor(data?: IRecommendedHistogram) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.histogramResult = data["HistogramResult"] ? HistogramResult.fromJS(data["HistogramResult"]) : <any>undefined; + if (data["SelectedBinIndices"] && data["SelectedBinIndices"].constructor === Array) { + this.selectedBinIndices = []; + for (let item of data["SelectedBinIndices"]) + this.selectedBinIndices.push(BinIndex.fromJS(item)); + } + if (data["Selections"] && data["Selections"].constructor === Array) { + this.selections = []; + for (let item of data["Selections"]) + this.selections.push(Selection.fromJS(item)); + } + this.pValue = data["PValue"]; + this.significance = data["Significance"]; + this.decision = data["Decision"] ? Decision.fromJS(data["Decision"]) : <any>undefined; + this.effectSize = data["EffectSize"]; + this.hypothesisTestResult = data["HypothesisTestResult"] ? HypothesisTestResult.fromJS(data["HypothesisTestResult"]) : <any>undefined; + this.id = data["Id"]; + this.xAttribute = data["XAttribute"] ? Attribute.fromJS(data["XAttribute"]) : <any>undefined; + this.yAttribute = data["YAttribute"] ? Attribute.fromJS(data["YAttribute"]) : <any>undefined; + } + } + + static fromJS(data: any): RecommendedHistogram { + data = typeof data === 'object' ? data : {}; + let result = new RecommendedHistogram(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["HistogramResult"] = this.histogramResult ? this.histogramResult.toJSON() : <any>undefined; + if (this.selectedBinIndices && this.selectedBinIndices.constructor === Array) { + data["SelectedBinIndices"] = []; + for (let item of this.selectedBinIndices) + data["SelectedBinIndices"].push(item.toJSON()); + } + if (this.selections && this.selections.constructor === Array) { + data["Selections"] = []; + for (let item of this.selections) + data["Selections"].push(item.toJSON()); + } + data["PValue"] = this.pValue; + data["Significance"] = this.significance; + data["Decision"] = this.decision ? this.decision.toJSON() : <any>undefined; + data["EffectSize"] = this.effectSize; + data["HypothesisTestResult"] = this.hypothesisTestResult ? this.hypothesisTestResult.toJSON() : <any>undefined; + data["Id"] = this.id; + data["XAttribute"] = this.xAttribute ? this.xAttribute.toJSON() : <any>undefined; + data["YAttribute"] = this.yAttribute ? this.yAttribute.toJSON() : <any>undefined; + return data; + } +} + +export interface IRecommendedHistogram { + histogramResult?: HistogramResult | undefined; + selectedBinIndices?: BinIndex[] | undefined; + selections?: Selection[] | undefined; + pValue?: number | undefined; + significance?: boolean | undefined; + decision?: Decision | undefined; + effectSize?: number | undefined; + hypothesisTestResult?: HypothesisTestResult | undefined; + id?: string | undefined; + xAttribute?: Attribute | undefined; + yAttribute?: Attribute | undefined; +} + +export class Selection implements ISelection { + statements?: Statement[] | undefined; + filterHistogramOperationReference?: IOperationReference | undefined; + + constructor(data?: ISelection) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + if (data["Statements"] && data["Statements"].constructor === Array) { + this.statements = []; + for (let item of data["Statements"]) + this.statements.push(Statement.fromJS(item)); + } + this.filterHistogramOperationReference = data["FilterHistogramOperationReference"] ? IOperationReference.fromJS(data["FilterHistogramOperationReference"]) : <any>undefined; + } + } + + static fromJS(data: any): Selection { + data = typeof data === 'object' ? data : {}; + let result = new Selection(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.statements && this.statements.constructor === Array) { + data["Statements"] = []; + for (let item of this.statements) + data["Statements"].push(item.toJSON()); + } + data["FilterHistogramOperationReference"] = this.filterHistogramOperationReference ? this.filterHistogramOperationReference.toJSON() : <any>undefined; + return data; + } +} + +export interface ISelection { + statements?: Statement[] | undefined; + filterHistogramOperationReference?: IOperationReference | undefined; +} + +export class Statement implements IStatement { + attribute?: Attribute | undefined; + predicate?: Predicate | undefined; + value?: any | undefined; + + constructor(data?: IStatement) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.attribute = data["Attribute"] ? Attribute.fromJS(data["Attribute"]) : <any>undefined; + this.predicate = data["Predicate"]; + this.value = data["Value"]; + } + } + + static fromJS(data: any): Statement { + data = typeof data === 'object' ? data : {}; + let result = new Statement(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Attribute"] = this.attribute ? this.attribute.toJSON() : <any>undefined; + data["Predicate"] = this.predicate; + data["Value"] = this.value; + return data; + } +} + +export interface IStatement { + attribute?: Attribute | undefined; + predicate?: Predicate | undefined; + value?: any | undefined; +} + +export enum Predicate { + EQUALS = 0, + LIKE = 1, + GREATER_THAN = 2, + LESS_THAN = 3, + GREATER_THAN_EQUAL = 4, + LESS_THAN_EQUAL = 5, + STARTS_WITH = 6, + ENDS_WITH = 7, + CONTAINS = 8, +} + +export abstract class IOperationReference implements IIOperationReference { + id?: string | undefined; + + protected _discriminator: string; + + constructor(data?: IIOperationReference) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "IOperationReference"; + } + + init(data?: any) { + if (data) { + this.id = data["Id"]; + } + } + + static fromJS(data: any): IOperationReference { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "OperationReference") { + let result = new OperationReference(); + result.init(data); + return result; + } + throw new Error("The abstract class 'IOperationReference' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + data["Id"] = this.id; + return data; + } +} + +export interface IIOperationReference { + id?: string | undefined; +} + +export class OperationReference extends IOperationReference implements IOperationReference { + id?: string | undefined; + + constructor(data?: IOperationReference) { + super(data); + this._discriminator = "OperationReference"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.id = data["Id"]; + } + } + + static fromJS(data: any): OperationReference { + data = typeof data === 'object' ? data : {}; + let result = new OperationReference(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Id"] = this.id; + super.toJSON(data); + return data; + } +} + +export interface IOperationReference extends IIOperationReference { + id?: string | undefined; +} + +export class Decision extends Result implements IDecision { + comparisonId?: ComparisonId | undefined; + riskControlType?: RiskControlType | undefined; + significance?: boolean | undefined; + pValue?: number | undefined; + lhs?: number | undefined; + significanceLevel?: number | undefined; + sampleSizeEstimate?: number | undefined; + + constructor(data?: IDecision) { + super(data); + this._discriminator = "Decision"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.comparisonId = data["ComparisonId"] ? ComparisonId.fromJS(data["ComparisonId"]) : <any>undefined; + this.riskControlType = data["RiskControlType"]; + this.significance = data["Significance"]; + this.pValue = data["PValue"]; + this.lhs = data["Lhs"]; + this.significanceLevel = data["SignificanceLevel"]; + this.sampleSizeEstimate = data["SampleSizeEstimate"]; + } + } + + static fromJS(data: any): Decision { + data = typeof data === 'object' ? data : {}; + let result = new Decision(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["ComparisonId"] = this.comparisonId ? this.comparisonId.toJSON() : <any>undefined; + data["RiskControlType"] = this.riskControlType; + data["Significance"] = this.significance; + data["PValue"] = this.pValue; + data["Lhs"] = this.lhs; + data["SignificanceLevel"] = this.significanceLevel; + data["SampleSizeEstimate"] = this.sampleSizeEstimate; + super.toJSON(data); + return data; + } +} + +export interface IDecision extends IResult { + comparisonId?: ComparisonId | undefined; + riskControlType?: RiskControlType | undefined; + significance?: boolean | undefined; + pValue?: number | undefined; + lhs?: number | undefined; + significanceLevel?: number | undefined; + sampleSizeEstimate?: number | undefined; +} + +export class ComparisonId implements IComparisonId { + value?: string | undefined; + + constructor(data?: IComparisonId) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): ComparisonId { + data = typeof data === 'object' ? data : {}; + let result = new ComparisonId(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + return data; + } +} + +export interface IComparisonId { + value?: string | undefined; +} + +export class OptimizerResult extends Result implements IOptimizerResult { + topKSolutions?: Solution[] | undefined; + + constructor(data?: IOptimizerResult) { + super(data); + this._discriminator = "OptimizerResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["TopKSolutions"] && data["TopKSolutions"].constructor === Array) { + this.topKSolutions = []; + for (let item of data["TopKSolutions"]) + this.topKSolutions.push(Solution.fromJS(item)); + } + } + } + + static fromJS(data: any): OptimizerResult { + data = typeof data === 'object' ? data : {}; + let result = new OptimizerResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.topKSolutions && this.topKSolutions.constructor === Array) { + data["TopKSolutions"] = []; + for (let item of this.topKSolutions) + data["TopKSolutions"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface IOptimizerResult extends IResult { + topKSolutions?: Solution[] | undefined; +} + +export class Solution implements ISolution { + solutionId?: string | undefined; + stepDescriptions?: StepDescription[] | undefined; + pipelineDescription?: PipelineDescription | undefined; + score?: Score | undefined; + naiveScore?: Score | undefined; + + constructor(data?: ISolution) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.solutionId = data["SolutionId"]; + if (data["StepDescriptions"] && data["StepDescriptions"].constructor === Array) { + this.stepDescriptions = []; + for (let item of data["StepDescriptions"]) + this.stepDescriptions.push(StepDescription.fromJS(item)); + } + this.pipelineDescription = data["PipelineDescription"] ? PipelineDescription.fromJS(data["PipelineDescription"]) : <any>undefined; + this.score = data["Score"] ? Score.fromJS(data["Score"]) : <any>undefined; + this.naiveScore = data["NaiveScore"] ? Score.fromJS(data["NaiveScore"]) : <any>undefined; + } + } + + static fromJS(data: any): Solution { + data = typeof data === 'object' ? data : {}; + let result = new Solution(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["SolutionId"] = this.solutionId; + if (this.stepDescriptions && this.stepDescriptions.constructor === Array) { + data["StepDescriptions"] = []; + for (let item of this.stepDescriptions) + data["StepDescriptions"].push(item.toJSON()); + } + data["PipelineDescription"] = this.pipelineDescription ? this.pipelineDescription.toJSON() : <any>undefined; + data["Score"] = this.score ? this.score.toJSON() : <any>undefined; + data["NaiveScore"] = this.naiveScore ? this.naiveScore.toJSON() : <any>undefined; + return data; + } +} + +export interface ISolution { + solutionId?: string | undefined; + stepDescriptions?: StepDescription[] | undefined; + pipelineDescription?: PipelineDescription | undefined; + score?: Score | undefined; + naiveScore?: Score | undefined; +} + +export class StepDescription implements IStepDescription { + + protected _discriminator: string; + + constructor(data?: IStepDescription) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "StepDescription"; + } + + init(data?: any) { + if (data) { + } + } + + static fromJS(data: any): StepDescription { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "SubpipelineStepDescription") { + let result = new SubpipelineStepDescription(); + result.init(data); + return result; + } + if (data["discriminator"] === "PrimitiveStepDescription") { + let result = new PrimitiveStepDescription(); + result.init(data); + return result; + } + let result = new StepDescription(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + return data; + } +} + +export interface IStepDescription { +} + +export class SubpipelineStepDescription extends StepDescription implements ISubpipelineStepDescription { + steps?: StepDescription[] | undefined; + + constructor(data?: ISubpipelineStepDescription) { + super(data); + this._discriminator = "SubpipelineStepDescription"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Steps"] && data["Steps"].constructor === Array) { + this.steps = []; + for (let item of data["Steps"]) + this.steps.push(StepDescription.fromJS(item)); + } + } + } + + static fromJS(data: any): SubpipelineStepDescription { + data = typeof data === 'object' ? data : {}; + let result = new SubpipelineStepDescription(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.steps && this.steps.constructor === Array) { + data["Steps"] = []; + for (let item of this.steps) + data["Steps"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface ISubpipelineStepDescription extends IStepDescription { + steps?: StepDescription[] | undefined; +} + +export class PipelineDescription implements IPipelineDescription { + id?: string | undefined; + name?: string | undefined; + description?: string | undefined; + inputs?: PipelineDescriptionInput[] | undefined; + outputs?: PipelineDescriptionOutput[] | undefined; + steps?: PipelineDescriptionStep[] | undefined; + + constructor(data?: IPipelineDescription) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.id = data["Id"]; + this.name = data["Name"]; + this.description = data["Description"]; + if (data["Inputs"] && data["Inputs"].constructor === Array) { + this.inputs = []; + for (let item of data["Inputs"]) + this.inputs.push(PipelineDescriptionInput.fromJS(item)); + } + if (data["Outputs"] && data["Outputs"].constructor === Array) { + this.outputs = []; + for (let item of data["Outputs"]) + this.outputs.push(PipelineDescriptionOutput.fromJS(item)); + } + if (data["Steps"] && data["Steps"].constructor === Array) { + this.steps = []; + for (let item of data["Steps"]) + this.steps.push(PipelineDescriptionStep.fromJS(item)); + } + } + } + + static fromJS(data: any): PipelineDescription { + data = typeof data === 'object' ? data : {}; + let result = new PipelineDescription(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Id"] = this.id; + data["Name"] = this.name; + data["Description"] = this.description; + if (this.inputs && this.inputs.constructor === Array) { + data["Inputs"] = []; + for (let item of this.inputs) + data["Inputs"].push(item.toJSON()); + } + if (this.outputs && this.outputs.constructor === Array) { + data["Outputs"] = []; + for (let item of this.outputs) + data["Outputs"].push(item.toJSON()); + } + if (this.steps && this.steps.constructor === Array) { + data["Steps"] = []; + for (let item of this.steps) + data["Steps"].push(item.toJSON()); + } + return data; + } +} + +export interface IPipelineDescription { + id?: string | undefined; + name?: string | undefined; + description?: string | undefined; + inputs?: PipelineDescriptionInput[] | undefined; + outputs?: PipelineDescriptionOutput[] | undefined; + steps?: PipelineDescriptionStep[] | undefined; +} + +export class PipelineDescriptionInput implements IPipelineDescriptionInput { + name?: string | undefined; + + constructor(data?: IPipelineDescriptionInput) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.name = data["Name"]; + } + } + + static fromJS(data: any): PipelineDescriptionInput { + data = typeof data === 'object' ? data : {}; + let result = new PipelineDescriptionInput(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Name"] = this.name; + return data; + } +} + +export interface IPipelineDescriptionInput { + name?: string | undefined; +} + +export class PipelineDescriptionOutput implements IPipelineDescriptionOutput { + name?: string | undefined; + data?: string | undefined; + + constructor(data?: IPipelineDescriptionOutput) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.name = data["Name"]; + this.data = data["Data"]; + } + } + + static fromJS(data: any): PipelineDescriptionOutput { + data = typeof data === 'object' ? data : {}; + let result = new PipelineDescriptionOutput(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Name"] = this.name; + data["Data"] = this.data; + return data; + } +} + +export interface IPipelineDescriptionOutput { + name?: string | undefined; + data?: string | undefined; +} + +export class PipelineDescriptionStep implements IPipelineDescriptionStep { + outputs?: StepOutput[] | undefined; + + protected _discriminator: string; + + constructor(data?: IPipelineDescriptionStep) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "PipelineDescriptionStep"; + } + + init(data?: any) { + if (data) { + if (data["Outputs"] && data["Outputs"].constructor === Array) { + this.outputs = []; + for (let item of data["Outputs"]) + this.outputs.push(StepOutput.fromJS(item)); + } + } + } + + static fromJS(data: any): PipelineDescriptionStep { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "PlaceholderPipelineDescriptionStep") { + let result = new PlaceholderPipelineDescriptionStep(); + result.init(data); + return result; + } + if (data["discriminator"] === "SubpipelinePipelineDescriptionStep") { + let result = new SubpipelinePipelineDescriptionStep(); + result.init(data); + return result; + } + if (data["discriminator"] === "PrimitivePipelineDescriptionStep") { + let result = new PrimitivePipelineDescriptionStep(); + result.init(data); + return result; + } + let result = new PipelineDescriptionStep(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + if (this.outputs && this.outputs.constructor === Array) { + data["Outputs"] = []; + for (let item of this.outputs) + data["Outputs"].push(item.toJSON()); + } + return data; + } +} + +export interface IPipelineDescriptionStep { + outputs?: StepOutput[] | undefined; +} + +export class StepOutput implements IStepOutput { + id?: string | undefined; + + constructor(data?: IStepOutput) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.id = data["Id"]; + } + } + + static fromJS(data: any): StepOutput { + data = typeof data === 'object' ? data : {}; + let result = new StepOutput(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Id"] = this.id; + return data; + } +} + +export interface IStepOutput { + id?: string | undefined; +} + +export class PlaceholderPipelineDescriptionStep extends PipelineDescriptionStep implements IPlaceholderPipelineDescriptionStep { + inputs?: StepInput[] | undefined; + + constructor(data?: IPlaceholderPipelineDescriptionStep) { + super(data); + this._discriminator = "PlaceholderPipelineDescriptionStep"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Inputs"] && data["Inputs"].constructor === Array) { + this.inputs = []; + for (let item of data["Inputs"]) + this.inputs.push(StepInput.fromJS(item)); + } + } + } + + static fromJS(data: any): PlaceholderPipelineDescriptionStep { + data = typeof data === 'object' ? data : {}; + let result = new PlaceholderPipelineDescriptionStep(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.inputs && this.inputs.constructor === Array) { + data["Inputs"] = []; + for (let item of this.inputs) + data["Inputs"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface IPlaceholderPipelineDescriptionStep extends IPipelineDescriptionStep { + inputs?: StepInput[] | undefined; +} + +export class StepInput implements IStepInput { + data?: string | undefined; + + constructor(data?: IStepInput) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.data = data["Data"]; + } + } + + static fromJS(data: any): StepInput { + data = typeof data === 'object' ? data : {}; + let result = new StepInput(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Data"] = this.data; + return data; + } +} + +export interface IStepInput { + data?: string | undefined; +} + +export class SubpipelinePipelineDescriptionStep extends PipelineDescriptionStep implements ISubpipelinePipelineDescriptionStep { + pipelineDescription?: PipelineDescription | undefined; + inputs?: StepInput[] | undefined; + + constructor(data?: ISubpipelinePipelineDescriptionStep) { + super(data); + this._discriminator = "SubpipelinePipelineDescriptionStep"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.pipelineDescription = data["PipelineDescription"] ? PipelineDescription.fromJS(data["PipelineDescription"]) : <any>undefined; + if (data["Inputs"] && data["Inputs"].constructor === Array) { + this.inputs = []; + for (let item of data["Inputs"]) + this.inputs.push(StepInput.fromJS(item)); + } + } + } + + static fromJS(data: any): SubpipelinePipelineDescriptionStep { + data = typeof data === 'object' ? data : {}; + let result = new SubpipelinePipelineDescriptionStep(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["PipelineDescription"] = this.pipelineDescription ? this.pipelineDescription.toJSON() : <any>undefined; + if (this.inputs && this.inputs.constructor === Array) { + data["Inputs"] = []; + for (let item of this.inputs) + data["Inputs"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface ISubpipelinePipelineDescriptionStep extends IPipelineDescriptionStep { + pipelineDescription?: PipelineDescription | undefined; + inputs?: StepInput[] | undefined; +} + +export class PrimitivePipelineDescriptionStep extends PipelineDescriptionStep implements IPrimitivePipelineDescriptionStep { + primitive?: Primitive | undefined; + arguments?: { [key: string]: PrimitiveStepArgument; } | undefined; + hyperparams?: { [key: string]: PrimitiveStepHyperparameter; } | undefined; + + constructor(data?: IPrimitivePipelineDescriptionStep) { + super(data); + this._discriminator = "PrimitivePipelineDescriptionStep"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.primitive = data["Primitive"] ? Primitive.fromJS(data["Primitive"]) : <any>undefined; + if (data["Arguments"]) { + this.arguments = {}; + for (let key in data["Arguments"]) { + if (data["Arguments"].hasOwnProperty(key)) + this.arguments[key] = data["Arguments"][key] ? PrimitiveStepArgument.fromJS(data["Arguments"][key]) : new PrimitiveStepArgument(); + } + } + if (data["Hyperparams"]) { + this.hyperparams = {}; + for (let key in data["Hyperparams"]) { + if (data["Hyperparams"].hasOwnProperty(key)) + this.hyperparams[key] = data["Hyperparams"][key] ? PrimitiveStepHyperparameter.fromJS(data["Hyperparams"][key]) : new PrimitiveStepHyperparameter(); + } + } + } + } + + static fromJS(data: any): PrimitivePipelineDescriptionStep { + data = typeof data === 'object' ? data : {}; + let result = new PrimitivePipelineDescriptionStep(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Primitive"] = this.primitive ? this.primitive.toJSON() : <any>undefined; + if (this.arguments) { + data["Arguments"] = {}; + for (let key in this.arguments) { + if (this.arguments.hasOwnProperty(key)) + data["Arguments"][key] = this.arguments[key]; + } + } + if (this.hyperparams) { + data["Hyperparams"] = {}; + for (let key in this.hyperparams) { + if (this.hyperparams.hasOwnProperty(key)) + data["Hyperparams"][key] = this.hyperparams[key]; + } + } + super.toJSON(data); + return data; + } +} + +export interface IPrimitivePipelineDescriptionStep extends IPipelineDescriptionStep { + primitive?: Primitive | undefined; + arguments?: { [key: string]: PrimitiveStepArgument; } | undefined; + hyperparams?: { [key: string]: PrimitiveStepHyperparameter; } | undefined; +} + +export class Primitive implements IPrimitive { + id?: string | undefined; + version?: string | undefined; + pythonPath?: string | undefined; + name?: string | undefined; + digest?: string | undefined; + + constructor(data?: IPrimitive) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.id = data["Id"]; + this.version = data["Version"]; + this.pythonPath = data["PythonPath"]; + this.name = data["Name"]; + this.digest = data["Digest"]; + } + } + + static fromJS(data: any): Primitive { + data = typeof data === 'object' ? data : {}; + let result = new Primitive(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Id"] = this.id; + data["Version"] = this.version; + data["PythonPath"] = this.pythonPath; + data["Name"] = this.name; + data["Digest"] = this.digest; + return data; + } +} + +export interface IPrimitive { + id?: string | undefined; + version?: string | undefined; + pythonPath?: string | undefined; + name?: string | undefined; + digest?: string | undefined; +} + +export class PrimitiveStepHyperparameter implements IPrimitiveStepHyperparameter { + + protected _discriminator: string; + + constructor(data?: IPrimitiveStepHyperparameter) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "PrimitiveStepHyperparameter"; + } + + init(data?: any) { + if (data) { + } + } + + static fromJS(data: any): PrimitiveStepHyperparameter { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "PrimitiveStepArgument") { + let result = new PrimitiveStepArgument(); + result.init(data); + return result; + } + if (data["discriminator"] === "DataArguments") { + let result = new DataArguments(); + result.init(data); + return result; + } + if (data["discriminator"] === "PrimitiveArgument") { + let result = new PrimitiveArgument(); + result.init(data); + return result; + } + if (data["discriminator"] === "PrimitiveArguments") { + let result = new PrimitiveArguments(); + result.init(data); + return result; + } + if (data["discriminator"] === "ValueArgument") { + let result = new ValueArgument(); + result.init(data); + return result; + } + if (data["discriminator"] === "ContainerArgument") { + let result = new ContainerArgument(); + result.init(data); + return result; + } + if (data["discriminator"] === "DataArgument") { + let result = new DataArgument(); + result.init(data); + return result; + } + let result = new PrimitiveStepHyperparameter(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + return data; + } +} + +export interface IPrimitiveStepHyperparameter { +} + +export class PrimitiveStepArgument extends PrimitiveStepHyperparameter implements IPrimitiveStepArgument { + + protected _discriminator: string; + + constructor(data?: IPrimitiveStepArgument) { + super(data); + this._discriminator = "PrimitiveStepArgument"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): PrimitiveStepArgument { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "ContainerArgument") { + let result = new ContainerArgument(); + result.init(data); + return result; + } + if (data["discriminator"] === "DataArgument") { + let result = new DataArgument(); + result.init(data); + return result; + } + let result = new PrimitiveStepArgument(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + super.toJSON(data); + return data; + } +} + +export interface IPrimitiveStepArgument extends IPrimitiveStepHyperparameter { +} + +export class DataArguments extends PrimitiveStepHyperparameter implements IDataArguments { + data?: string[] | undefined; + + constructor(data?: IDataArguments) { + super(data); + this._discriminator = "DataArguments"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Data"] && data["Data"].constructor === Array) { + this.data = []; + for (let item of data["Data"]) + this.data.push(item); + } + } + } + + static fromJS(data: any): DataArguments { + data = typeof data === 'object' ? data : {}; + let result = new DataArguments(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.data && this.data.constructor === Array) { + data["Data"] = []; + for (let item of this.data) + data["Data"].push(item); + } + super.toJSON(data); + return data; + } +} + +export interface IDataArguments extends IPrimitiveStepHyperparameter { + data?: string[] | undefined; +} + +export class PrimitiveArgument extends PrimitiveStepHyperparameter implements IPrimitiveArgument { + data?: number | undefined; + + constructor(data?: IPrimitiveArgument) { + super(data); + this._discriminator = "PrimitiveArgument"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.data = data["Data"]; + } + } + + static fromJS(data: any): PrimitiveArgument { + data = typeof data === 'object' ? data : {}; + let result = new PrimitiveArgument(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Data"] = this.data; + super.toJSON(data); + return data; + } +} + +export interface IPrimitiveArgument extends IPrimitiveStepHyperparameter { + data?: number | undefined; +} + +export class PrimitiveArguments extends PrimitiveStepHyperparameter implements IPrimitiveArguments { + data?: number[] | undefined; + + constructor(data?: IPrimitiveArguments) { + super(data); + this._discriminator = "PrimitiveArguments"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Data"] && data["Data"].constructor === Array) { + this.data = []; + for (let item of data["Data"]) + this.data.push(item); + } + } + } + + static fromJS(data: any): PrimitiveArguments { + data = typeof data === 'object' ? data : {}; + let result = new PrimitiveArguments(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.data && this.data.constructor === Array) { + data["Data"] = []; + for (let item of this.data) + data["Data"].push(item); + } + super.toJSON(data); + return data; + } +} + +export interface IPrimitiveArguments extends IPrimitiveStepHyperparameter { + data?: number[] | undefined; +} + +export class ValueArgument extends PrimitiveStepHyperparameter implements IValueArgument { + data?: Value | undefined; + + constructor(data?: IValueArgument) { + super(data); + this._discriminator = "ValueArgument"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.data = data["Data"] ? Value.fromJS(data["Data"]) : <any>undefined; + } + } + + static fromJS(data: any): ValueArgument { + data = typeof data === 'object' ? data : {}; + let result = new ValueArgument(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Data"] = this.data ? this.data.toJSON() : <any>undefined; + super.toJSON(data); + return data; + } +} + +export interface IValueArgument extends IPrimitiveStepHyperparameter { + data?: Value | undefined; +} + +export abstract class Value implements IValue { + + protected _discriminator: string; + + constructor(data?: IValue) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + this._discriminator = "Value"; + } + + init(data?: any) { + if (data) { + } + } + + static fromJS(data: any): Value { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "ErrorValue") { + let result = new ErrorValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "DoubleValue") { + let result = new DoubleValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "LongValue") { + let result = new LongValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "BoolValue") { + let result = new BoolValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "StringValue") { + let result = new StringValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "DatasetUriValue") { + let result = new DatasetUriValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "CsvUriValue") { + let result = new CsvUriValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "PickleUriValue") { + let result = new PickleUriValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "PickleBlobValue") { + let result = new PickleBlobValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "PlasmaIdValue") { + let result = new PlasmaIdValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "BytesValue") { + let result = new BytesValue(); + result.init(data); + return result; + } + if (data["discriminator"] === "ListValue") { + let result = new ListValue(); + result.init(data); + return result; + } + throw new Error("The abstract class 'Value' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + return data; + } +} + +export interface IValue { +} + +export class ErrorValue extends Value implements IErrorValue { + message?: string | undefined; + + constructor(data?: IErrorValue) { + super(data); + this._discriminator = "ErrorValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.message = data["Message"]; + } + } + + static fromJS(data: any): ErrorValue { + data = typeof data === 'object' ? data : {}; + let result = new ErrorValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Message"] = this.message; + super.toJSON(data); + return data; + } +} + +export interface IErrorValue extends IValue { + message?: string | undefined; +} + +export class DoubleValue extends Value implements IDoubleValue { + value?: number | undefined; + + constructor(data?: IDoubleValue) { + super(data); + this._discriminator = "DoubleValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): DoubleValue { + data = typeof data === 'object' ? data : {}; + let result = new DoubleValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface IDoubleValue extends IValue { + value?: number | undefined; +} + +export class LongValue extends Value implements ILongValue { + value?: number | undefined; + + constructor(data?: ILongValue) { + super(data); + this._discriminator = "LongValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): LongValue { + data = typeof data === 'object' ? data : {}; + let result = new LongValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface ILongValue extends IValue { + value?: number | undefined; +} + +export class BoolValue extends Value implements IBoolValue { + value?: boolean | undefined; + + constructor(data?: IBoolValue) { + super(data); + this._discriminator = "BoolValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): BoolValue { + data = typeof data === 'object' ? data : {}; + let result = new BoolValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface IBoolValue extends IValue { + value?: boolean | undefined; +} + +export class StringValue extends Value implements IStringValue { + value?: string | undefined; + + constructor(data?: IStringValue) { + super(data); + this._discriminator = "StringValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): StringValue { + data = typeof data === 'object' ? data : {}; + let result = new StringValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface IStringValue extends IValue { + value?: string | undefined; +} + +export class DatasetUriValue extends Value implements IDatasetUriValue { + value?: string | undefined; + + constructor(data?: IDatasetUriValue) { + super(data); + this._discriminator = "DatasetUriValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): DatasetUriValue { + data = typeof data === 'object' ? data : {}; + let result = new DatasetUriValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface IDatasetUriValue extends IValue { + value?: string | undefined; +} + +export class CsvUriValue extends Value implements ICsvUriValue { + value?: string | undefined; + + constructor(data?: ICsvUriValue) { + super(data); + this._discriminator = "CsvUriValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): CsvUriValue { + data = typeof data === 'object' ? data : {}; + let result = new CsvUriValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface ICsvUriValue extends IValue { + value?: string | undefined; +} + +export class PickleUriValue extends Value implements IPickleUriValue { + value?: string | undefined; + + constructor(data?: IPickleUriValue) { + super(data); + this._discriminator = "PickleUriValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): PickleUriValue { + data = typeof data === 'object' ? data : {}; + let result = new PickleUriValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface IPickleUriValue extends IValue { + value?: string | undefined; +} + +export class PickleBlobValue extends Value implements IPickleBlobValue { + value?: string | undefined; + + constructor(data?: IPickleBlobValue) { + super(data); + this._discriminator = "PickleBlobValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): PickleBlobValue { + data = typeof data === 'object' ? data : {}; + let result = new PickleBlobValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface IPickleBlobValue extends IValue { + value?: string | undefined; +} + +export class PlasmaIdValue extends Value implements IPlasmaIdValue { + value?: string | undefined; + + constructor(data?: IPlasmaIdValue) { + super(data); + this._discriminator = "PlasmaIdValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): PlasmaIdValue { + data = typeof data === 'object' ? data : {}; + let result = new PlasmaIdValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface IPlasmaIdValue extends IValue { + value?: string | undefined; +} + +export class BytesValue extends Value implements IBytesValue { + value?: string | undefined; + + constructor(data?: IBytesValue) { + super(data); + this._discriminator = "BytesValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.value = data["Value"]; + } + } + + static fromJS(data: any): BytesValue { + data = typeof data === 'object' ? data : {}; + let result = new BytesValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + super.toJSON(data); + return data; + } +} + +export interface IBytesValue extends IValue { + value?: string | undefined; +} + +export class ContainerArgument extends PrimitiveStepArgument implements IContainerArgument { + data?: string | undefined; + + constructor(data?: IContainerArgument) { + super(data); + this._discriminator = "ContainerArgument"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.data = data["Data"]; + } + } + + static fromJS(data: any): ContainerArgument { + data = typeof data === 'object' ? data : {}; + let result = new ContainerArgument(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Data"] = this.data; + super.toJSON(data); + return data; + } +} + +export interface IContainerArgument extends IPrimitiveStepArgument { + data?: string | undefined; +} + +export class Score implements IScore { + metricType?: MetricType | undefined; + value?: number | undefined; + + constructor(data?: IScore) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.metricType = data["MetricType"]; + this.value = data["Value"]; + } + } + + static fromJS(data: any): Score { + data = typeof data === 'object' ? data : {}; + let result = new Score(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["MetricType"] = this.metricType; + data["Value"] = this.value; + return data; + } +} + +export interface IScore { + metricType?: MetricType | undefined; + value?: number | undefined; +} + +export class ExampleResult extends Result implements IExampleResult { + resultValues?: { [key: string]: string; } | undefined; + message?: string | undefined; + + constructor(data?: IExampleResult) { + super(data); + this._discriminator = "ExampleResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["ResultValues"]) { + this.resultValues = {}; + for (let key in data["ResultValues"]) { + if (data["ResultValues"].hasOwnProperty(key)) + this.resultValues[key] = data["ResultValues"][key]; + } + } + this.message = data["Message"]; + } + } + + static fromJS(data: any): ExampleResult { + data = typeof data === 'object' ? data : {}; + let result = new ExampleResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.resultValues) { + data["ResultValues"] = {}; + for (let key in this.resultValues) { + if (this.resultValues.hasOwnProperty(key)) + data["ResultValues"][key] = this.resultValues[key]; + } + } + data["Message"] = this.message; + super.toJSON(data); + return data; + } +} + +export interface IExampleResult extends IResult { + resultValues?: { [key: string]: string; } | undefined; + message?: string | undefined; +} + +export class NewModelOperationResult extends ModelOperationResult implements INewModelOperationResult { + + constructor(data?: INewModelOperationResult) { + super(data); + this._discriminator = "NewModelOperationResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): NewModelOperationResult { + data = typeof data === 'object' ? data : {}; + let result = new NewModelOperationResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface INewModelOperationResult extends IModelOperationResult { +} + +export class AddComparisonResult extends ModelOperationResult implements IAddComparisonResult { + comparisonId?: ComparisonId | undefined; + + constructor(data?: IAddComparisonResult) { + super(data); + this._discriminator = "AddComparisonResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.comparisonId = data["ComparisonId"] ? ComparisonId.fromJS(data["ComparisonId"]) : <any>undefined; + } + } + + static fromJS(data: any): AddComparisonResult { + data = typeof data === 'object' ? data : {}; + let result = new AddComparisonResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["ComparisonId"] = this.comparisonId ? this.comparisonId.toJSON() : <any>undefined; + super.toJSON(data); + return data; + } +} + +export interface IAddComparisonResult extends IModelOperationResult { + comparisonId?: ComparisonId | undefined; +} + +export class GetModelStateResult extends ModelOperationResult implements IGetModelStateResult { + decisions?: Decision[] | undefined; + startingWealth?: number | undefined; + currentWealth?: number | undefined; + + constructor(data?: IGetModelStateResult) { + super(data); + this._discriminator = "GetModelStateResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Decisions"] && data["Decisions"].constructor === Array) { + this.decisions = []; + for (let item of data["Decisions"]) + this.decisions.push(Decision.fromJS(item)); + } + this.startingWealth = data["StartingWealth"]; + this.currentWealth = data["CurrentWealth"]; + } + } + + static fromJS(data: any): GetModelStateResult { + data = typeof data === 'object' ? data : {}; + let result = new GetModelStateResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.decisions && this.decisions.constructor === Array) { + data["Decisions"] = []; + for (let item of this.decisions) + data["Decisions"].push(item.toJSON()); + } + data["StartingWealth"] = this.startingWealth; + data["CurrentWealth"] = this.currentWealth; + super.toJSON(data); + return data; + } +} + +export interface IGetModelStateResult extends IModelOperationResult { + decisions?: Decision[] | undefined; + startingWealth?: number | undefined; + currentWealth?: number | undefined; +} + +export class AggregateKey implements IAggregateKey { + aggregateParameterIndex?: number | undefined; + brushIndex?: number | undefined; + + constructor(data?: IAggregateKey) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.aggregateParameterIndex = data["AggregateParameterIndex"]; + this.brushIndex = data["BrushIndex"]; + } + } + + static fromJS(data: any): AggregateKey { + data = typeof data === 'object' ? data : {}; + let result = new AggregateKey(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["AggregateParameterIndex"] = this.aggregateParameterIndex; + data["BrushIndex"] = this.brushIndex; + return data; + } +} + +export interface IAggregateKey { + aggregateParameterIndex?: number | undefined; + brushIndex?: number | undefined; +} + +export abstract class IResult implements IIResult { + + constructor(data?: IIResult) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + } + } + + static fromJS(data: any): IResult { + data = typeof data === 'object' ? data : {}; + throw new Error("The abstract class 'IResult' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + return data; + } +} + +export interface IIResult { +} + +export class DataArgument extends PrimitiveStepArgument implements IDataArgument { + data?: string | undefined; + + constructor(data?: IDataArgument) { + super(data); + this._discriminator = "DataArgument"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.data = data["Data"]; + } + } + + static fromJS(data: any): DataArgument { + data = typeof data === 'object' ? data : {}; + let result = new DataArgument(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Data"] = this.data; + super.toJSON(data); + return data; + } +} + +export interface IDataArgument extends IPrimitiveStepArgument { + data?: string | undefined; +} + +export class ListValue extends Value implements IListValue { + items?: Value[] | undefined; + + constructor(data?: IListValue) { + super(data); + this._discriminator = "ListValue"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Items"] && data["Items"].constructor === Array) { + this.items = []; + for (let item of data["Items"]) + this.items.push(Value.fromJS(item)); + } + } + } + + static fromJS(data: any): ListValue { + data = typeof data === 'object' ? data : {}; + let result = new ListValue(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.items && this.items.constructor === Array) { + data["Items"] = []; + for (let item of this.items) + data["Items"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface IListValue extends IValue { + items?: Value[] | undefined; +} + +export class Metrics implements IMetrics { + averageAccuracy?: number | undefined; + averageRSquared?: number | undefined; + f1Macro?: number | undefined; + + constructor(data?: IMetrics) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.averageAccuracy = data["AverageAccuracy"]; + this.averageRSquared = data["AverageRSquared"]; + this.f1Macro = data["F1Macro"]; + } + } + + static fromJS(data: any): Metrics { + data = typeof data === 'object' ? data : {}; + let result = new Metrics(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["AverageAccuracy"] = this.averageAccuracy; + data["AverageRSquared"] = this.averageRSquared; + data["F1Macro"] = this.f1Macro; + return data; + } +} + +export interface IMetrics { + averageAccuracy?: number | undefined; + averageRSquared?: number | undefined; + f1Macro?: number | undefined; +} + +export class FeatureImportanceOperationParameters extends DistOperationParameters implements IFeatureImportanceOperationParameters { + solutionId?: string | undefined; + + constructor(data?: IFeatureImportanceOperationParameters) { + super(data); + this._discriminator = "FeatureImportanceOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.solutionId = data["SolutionId"]; + } + } + + static fromJS(data: any): FeatureImportanceOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new FeatureImportanceOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["SolutionId"] = this.solutionId; + super.toJSON(data); + return data; + } +} + +export interface IFeatureImportanceOperationParameters extends IDistOperationParameters { + solutionId?: string | undefined; +} + +export class FeatureImportanceResult extends Result implements IFeatureImportanceResult { + featureImportances?: { [key: string]: TupleOfDoubleAndDouble; } | undefined; + + constructor(data?: IFeatureImportanceResult) { + super(data); + this._discriminator = "FeatureImportanceResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["FeatureImportances"]) { + this.featureImportances = {}; + for (let key in data["FeatureImportances"]) { + if (data["FeatureImportances"].hasOwnProperty(key)) + this.featureImportances[key] = data["FeatureImportances"][key] ? TupleOfDoubleAndDouble.fromJS(data["FeatureImportances"][key]) : new TupleOfDoubleAndDouble(); + } + } + } + } + + static fromJS(data: any): FeatureImportanceResult { + data = typeof data === 'object' ? data : {}; + let result = new FeatureImportanceResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.featureImportances) { + data["FeatureImportances"] = {}; + for (let key in this.featureImportances) { + if (this.featureImportances.hasOwnProperty(key)) + data["FeatureImportances"][key] = this.featureImportances[key]; + } + } + super.toJSON(data); + return data; + } +} + +export interface IFeatureImportanceResult extends IResult { + featureImportances?: { [key: string]: TupleOfDoubleAndDouble; } | undefined; +} + +export class TupleOfDoubleAndDouble implements ITupleOfDoubleAndDouble { + item1?: number | undefined; + item2?: number | undefined; + + constructor(data?: ITupleOfDoubleAndDouble) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.item1 = data["Item1"]; + this.item2 = data["Item2"]; + } + } + + static fromJS(data: any): TupleOfDoubleAndDouble { + data = typeof data === 'object' ? data : {}; + let result = new TupleOfDoubleAndDouble(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Item1"] = this.item1; + data["Item2"] = this.item2; + return data; + } +} + +export interface ITupleOfDoubleAndDouble { + item1?: number | undefined; + item2?: number | undefined; +} + +export class PrimitiveStepDescription extends StepDescription implements IPrimitiveStepDescription { + hyperparams?: { [key: string]: Value; } | undefined; + + constructor(data?: IPrimitiveStepDescription) { + super(data); + this._discriminator = "PrimitiveStepDescription"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Hyperparams"]) { + this.hyperparams = {}; + for (let key in data["Hyperparams"]) { + if (data["Hyperparams"].hasOwnProperty(key)) + this.hyperparams[key] = data["Hyperparams"][key] ? Value.fromJS(data["Hyperparams"][key]) : <any>undefined; + } + } + } + } + + static fromJS(data: any): PrimitiveStepDescription { + data = typeof data === 'object' ? data : {}; + let result = new PrimitiveStepDescription(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.hyperparams) { + data["Hyperparams"] = {}; + for (let key in this.hyperparams) { + if (this.hyperparams.hasOwnProperty(key)) + data["Hyperparams"][key] = this.hyperparams[key]; + } + } + super.toJSON(data); + return data; + } +} + +export interface IPrimitiveStepDescription extends IStepDescription { + hyperparams?: { [key: string]: Value; } | undefined; +} + +export enum ValueType { + VALUE_TYPE_UNDEFINED = 0, + RAW = 1, + DATASET_URI = 2, + CSV_URI = 3, + PICKLE_URI = 4, + PICKLE_BLOB = 5, + PLASMA_ID = 6, +} + +export class DatamartSearchParameters implements IDatamartSearchParameters { + adapterName?: string | undefined; + queryJson?: string | undefined; + + constructor(data?: IDatamartSearchParameters) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.adapterName = data["AdapterName"]; + this.queryJson = data["QueryJson"]; + } + } + + static fromJS(data: any): DatamartSearchParameters { + data = typeof data === 'object' ? data : {}; + let result = new DatamartSearchParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["AdapterName"] = this.adapterName; + data["QueryJson"] = this.queryJson; + return data; + } +} + +export interface IDatamartSearchParameters { + adapterName?: string | undefined; + queryJson?: string | undefined; +} + +export class DatamartAugmentParameters implements IDatamartAugmentParameters { + adapterName?: string | undefined; + augmentationJson?: string | undefined; + numberOfSamples?: number | undefined; + augmentedAdapterName?: string | undefined; + + constructor(data?: IDatamartAugmentParameters) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.adapterName = data["AdapterName"]; + this.augmentationJson = data["AugmentationJson"]; + this.numberOfSamples = data["NumberOfSamples"]; + this.augmentedAdapterName = data["AugmentedAdapterName"]; + } + } + + static fromJS(data: any): DatamartAugmentParameters { + data = typeof data === 'object' ? data : {}; + let result = new DatamartAugmentParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["AdapterName"] = this.adapterName; + data["AugmentationJson"] = this.augmentationJson; + data["NumberOfSamples"] = this.numberOfSamples; + data["AugmentedAdapterName"] = this.augmentedAdapterName; + return data; + } +} + +export interface IDatamartAugmentParameters { + adapterName?: string | undefined; + augmentationJson?: string | undefined; + numberOfSamples?: number | undefined; + augmentedAdapterName?: string | undefined; +} + +export class RawDataResult extends DistResult implements IRawDataResult { + samples?: { [key: string]: any[]; } | undefined; + weightedWords?: { [key: string]: Word[]; } | undefined; + + constructor(data?: IRawDataResult) { + super(data); + this._discriminator = "RawDataResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Samples"]) { + this.samples = {}; + for (let key in data["Samples"]) { + if (data["Samples"].hasOwnProperty(key)) + this.samples[key] = data["Samples"][key] !== undefined ? data["Samples"][key] : []; + } + } + if (data["WeightedWords"]) { + this.weightedWords = {}; + for (let key in data["WeightedWords"]) { + if (data["WeightedWords"].hasOwnProperty(key)) + this.weightedWords[key] = data["WeightedWords"][key] ? data["WeightedWords"][key].map((i: any) => Word.fromJS(i)) : []; + } + } + } + } + + static fromJS(data: any): RawDataResult { + data = typeof data === 'object' ? data : {}; + let result = new RawDataResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.samples) { + data["Samples"] = {}; + for (let key in this.samples) { + if (this.samples.hasOwnProperty(key)) + data["Samples"][key] = this.samples[key]; + } + } + if (this.weightedWords) { + data["WeightedWords"] = {}; + for (let key in this.weightedWords) { + if (this.weightedWords.hasOwnProperty(key)) + data["WeightedWords"][key] = this.weightedWords[key]; + } + } + super.toJSON(data); + return data; + } +} + +export interface IRawDataResult extends IDistResult { + samples?: { [key: string]: any[]; } | undefined; + weightedWords?: { [key: string]: Word[]; } | undefined; +} + +export class Word implements IWord { + text?: string | undefined; + occurrences?: number | undefined; + stem?: string | undefined; + isWordGroup?: boolean | undefined; + + constructor(data?: IWord) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.text = data["Text"]; + this.occurrences = data["Occurrences"]; + this.stem = data["Stem"]; + this.isWordGroup = data["IsWordGroup"]; + } + } + + static fromJS(data: any): Word { + data = typeof data === 'object' ? data : {}; + let result = new Word(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Text"] = this.text; + data["Occurrences"] = this.occurrences; + data["Stem"] = this.stem; + data["IsWordGroup"] = this.isWordGroup; + return data; + } +} + +export interface IWord { + text?: string | undefined; + occurrences?: number | undefined; + stem?: string | undefined; + isWordGroup?: boolean | undefined; +} + +export class SampleOperationParameters extends DistOperationParameters implements ISampleOperationParameters { + numSamples?: number | undefined; + attributeParameters?: AttributeParameters[] | undefined; + brushes?: string[] | undefined; + + constructor(data?: ISampleOperationParameters) { + super(data); + this._discriminator = "SampleOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.numSamples = data["NumSamples"]; + if (data["AttributeParameters"] && data["AttributeParameters"].constructor === Array) { + this.attributeParameters = []; + for (let item of data["AttributeParameters"]) + this.attributeParameters.push(AttributeParameters.fromJS(item)); + } + if (data["Brushes"] && data["Brushes"].constructor === Array) { + this.brushes = []; + for (let item of data["Brushes"]) + this.brushes.push(item); + } + } + } + + static fromJS(data: any): SampleOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new SampleOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["NumSamples"] = this.numSamples; + if (this.attributeParameters && this.attributeParameters.constructor === Array) { + data["AttributeParameters"] = []; + for (let item of this.attributeParameters) + data["AttributeParameters"].push(item.toJSON()); + } + if (this.brushes && this.brushes.constructor === Array) { + data["Brushes"] = []; + for (let item of this.brushes) + data["Brushes"].push(item); + } + super.toJSON(data); + return data; + } +} + +export interface ISampleOperationParameters extends IDistOperationParameters { + numSamples?: number | undefined; + attributeParameters?: AttributeParameters[] | undefined; + brushes?: string[] | undefined; +} + +export class SampleResult extends DistResult implements ISampleResult { + samples?: { [key: string]: { [key: string]: number; }; } | undefined; + isTruncated?: boolean | undefined; + + constructor(data?: ISampleResult) { + super(data); + this._discriminator = "SampleResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Samples"]) { + this.samples = {}; + for (let key in data["Samples"]) { + if (data["Samples"].hasOwnProperty(key)) + this.samples[key] = data["Samples"][key] !== undefined ? data["Samples"][key] : {}; + } + } + this.isTruncated = data["IsTruncated"]; + } + } + + static fromJS(data: any): SampleResult { + data = typeof data === 'object' ? data : {}; + let result = new SampleResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.samples) { + data["Samples"] = {}; + for (let key in this.samples) { + if (this.samples.hasOwnProperty(key)) + data["Samples"][key] = this.samples[key]; + } + } + data["IsTruncated"] = this.isTruncated; + super.toJSON(data); + return data; + } +} + +export interface ISampleResult extends IDistResult { + samples?: { [key: string]: { [key: string]: number; }; } | undefined; + isTruncated?: boolean | undefined; +} + +export class ResultParameters extends UniqueJson implements IResultParameters { + operationReference?: IOperationReference | undefined; + stopOperation?: boolean | undefined; + + protected _discriminator: string; + + constructor(data?: IResultParameters) { + super(data); + this._discriminator = "ResultParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.operationReference = data["OperationReference"] ? IOperationReference.fromJS(data["OperationReference"]) : <any>undefined; + this.stopOperation = data["StopOperation"]; + } + } + + static fromJS(data: any): ResultParameters { + data = typeof data === 'object' ? data : {}; + if (data["discriminator"] === "RecommenderResultParameters") { + let result = new RecommenderResultParameters(); + result.init(data); + return result; + } + let result = new ResultParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["discriminator"] = this._discriminator; + data["OperationReference"] = this.operationReference ? this.operationReference.toJSON() : <any>undefined; + data["StopOperation"] = this.stopOperation; + super.toJSON(data); + return data; + } +} + +export interface IResultParameters extends IUniqueJson { + operationReference?: IOperationReference | undefined; + stopOperation?: boolean | undefined; +} + +export class RecommenderResultParameters extends ResultParameters implements IRecommenderResultParameters { + from?: number | undefined; + to?: number | undefined; + pValueSorting?: Sorting | undefined; + effectSizeFilter?: EffectSize | undefined; + + constructor(data?: IRecommenderResultParameters) { + super(data); + this._discriminator = "RecommenderResultParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.from = data["From"]; + this.to = data["To"]; + this.pValueSorting = data["PValueSorting"]; + this.effectSizeFilter = data["EffectSizeFilter"]; + } + } + + static fromJS(data: any): RecommenderResultParameters { + data = typeof data === 'object' ? data : {}; + let result = new RecommenderResultParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["From"] = this.from; + data["To"] = this.to; + data["PValueSorting"] = this.pValueSorting; + data["EffectSizeFilter"] = this.effectSizeFilter; + super.toJSON(data); + return data; + } +} + +export interface IRecommenderResultParameters extends IResultParameters { + from?: number | undefined; + to?: number | undefined; + pValueSorting?: Sorting | undefined; + effectSizeFilter?: EffectSize | undefined; +} + +export enum Sorting { + Ascending = "Ascending", + Descending = "Descending", +} + +export class AddComparisonParameters extends ModelOperationParameters implements IAddComparisonParameters { + modelId?: ModelId | undefined; + comparisonOrder?: number | undefined; + childOperationParameters?: OperationParameters[] | undefined; + isCachable?: boolean | undefined; + + constructor(data?: IAddComparisonParameters) { + super(data); + this._discriminator = "AddComparisonParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.modelId = data["ModelId"] ? ModelId.fromJS(data["ModelId"]) : <any>undefined; + this.comparisonOrder = data["ComparisonOrder"]; + if (data["ChildOperationParameters"] && data["ChildOperationParameters"].constructor === Array) { + this.childOperationParameters = []; + for (let item of data["ChildOperationParameters"]) + this.childOperationParameters.push(OperationParameters.fromJS(item)); + } + this.isCachable = data["IsCachable"]; + } + } + + static fromJS(data: any): AddComparisonParameters { + data = typeof data === 'object' ? data : {}; + let result = new AddComparisonParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["ModelId"] = this.modelId ? this.modelId.toJSON() : <any>undefined; + data["ComparisonOrder"] = this.comparisonOrder; + if (this.childOperationParameters && this.childOperationParameters.constructor === Array) { + data["ChildOperationParameters"] = []; + for (let item of this.childOperationParameters) + data["ChildOperationParameters"].push(item.toJSON()); + } + data["IsCachable"] = this.isCachable; + super.toJSON(data); + return data; + } +} + +export interface IAddComparisonParameters extends IModelOperationParameters { + modelId?: ModelId | undefined; + comparisonOrder?: number | undefined; + childOperationParameters?: OperationParameters[] | undefined; + isCachable?: boolean | undefined; +} + +export class CDFResult extends DistResult implements ICDFResult { + cDF?: { [key: string]: number; } | undefined; + + constructor(data?: ICDFResult) { + super(data); + this._discriminator = "CDFResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["CDF"]) { + this.cDF = {}; + for (let key in data["CDF"]) { + if (data["CDF"].hasOwnProperty(key)) + this.cDF[key] = data["CDF"][key]; + } + } + } + } + + static fromJS(data: any): CDFResult { + data = typeof data === 'object' ? data : {}; + let result = new CDFResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.cDF) { + data["CDF"] = {}; + for (let key in this.cDF) { + if (this.cDF.hasOwnProperty(key)) + data["CDF"][key] = this.cDF[key]; + } + } + super.toJSON(data); + return data; + } +} + +export interface ICDFResult extends IDistResult { + cDF?: { [key: string]: number; } | undefined; +} + +export class ChiSquaredTestResult extends HypothesisTestResult implements IChiSquaredTestResult { + hs_aligned?: TupleOfDoubleAndDouble[] | undefined; + + constructor(data?: IChiSquaredTestResult) { + super(data); + this._discriminator = "ChiSquaredTestResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["hs_aligned"] && data["hs_aligned"].constructor === Array) { + this.hs_aligned = []; + for (let item of data["hs_aligned"]) + this.hs_aligned.push(TupleOfDoubleAndDouble.fromJS(item)); + } + } + } + + static fromJS(data: any): ChiSquaredTestResult { + data = typeof data === 'object' ? data : {}; + let result = new ChiSquaredTestResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.hs_aligned && this.hs_aligned.constructor === Array) { + data["hs_aligned"] = []; + for (let item of this.hs_aligned) + data["hs_aligned"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface IChiSquaredTestResult extends IHypothesisTestResult { + hs_aligned?: TupleOfDoubleAndDouble[] | undefined; +} + +export class CorrelationTestResult extends HypothesisTestResult implements ICorrelationTestResult { + degreeOfFreedom?: number | undefined; + sampleCorrelationCoefficient?: number | undefined; + distResult?: EmpiricalDistResult | undefined; + + constructor(data?: ICorrelationTestResult) { + super(data); + this._discriminator = "CorrelationTestResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.degreeOfFreedom = data["DegreeOfFreedom"]; + this.sampleCorrelationCoefficient = data["SampleCorrelationCoefficient"]; + this.distResult = data["DistResult"] ? EmpiricalDistResult.fromJS(data["DistResult"]) : <any>undefined; + } + } + + static fromJS(data: any): CorrelationTestResult { + data = typeof data === 'object' ? data : {}; + let result = new CorrelationTestResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["DegreeOfFreedom"] = this.degreeOfFreedom; + data["SampleCorrelationCoefficient"] = this.sampleCorrelationCoefficient; + data["DistResult"] = this.distResult ? this.distResult.toJSON() : <any>undefined; + super.toJSON(data); + return data; + } +} + +export interface ICorrelationTestResult extends IHypothesisTestResult { + degreeOfFreedom?: number | undefined; + sampleCorrelationCoefficient?: number | undefined; + distResult?: EmpiricalDistResult | undefined; +} + +export class EmpiricalDistResult extends DistResult implements IEmpiricalDistResult { + marginals?: AttributeParameters[] | undefined; + marginalDistParameters?: { [key: string]: DistParameter; } | undefined; + jointDistParameter?: JointDistParameter | undefined; + + constructor(data?: IEmpiricalDistResult) { + super(data); + this._discriminator = "EmpiricalDistResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["Marginals"] && data["Marginals"].constructor === Array) { + this.marginals = []; + for (let item of data["Marginals"]) + this.marginals.push(AttributeParameters.fromJS(item)); + } + if (data["MarginalDistParameters"]) { + this.marginalDistParameters = {}; + for (let key in data["MarginalDistParameters"]) { + if (data["MarginalDistParameters"].hasOwnProperty(key)) + this.marginalDistParameters[key] = data["MarginalDistParameters"][key] ? DistParameter.fromJS(data["MarginalDistParameters"][key]) : new DistParameter(); + } + } + this.jointDistParameter = data["JointDistParameter"] ? JointDistParameter.fromJS(data["JointDistParameter"]) : <any>undefined; + } + } + + static fromJS(data: any): EmpiricalDistResult { + data = typeof data === 'object' ? data : {}; + let result = new EmpiricalDistResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.marginals && this.marginals.constructor === Array) { + data["Marginals"] = []; + for (let item of this.marginals) + data["Marginals"].push(item.toJSON()); + } + if (this.marginalDistParameters) { + data["MarginalDistParameters"] = {}; + for (let key in this.marginalDistParameters) { + if (this.marginalDistParameters.hasOwnProperty(key)) + data["MarginalDistParameters"][key] = this.marginalDistParameters[key]; + } + } + data["JointDistParameter"] = this.jointDistParameter ? this.jointDistParameter.toJSON() : <any>undefined; + super.toJSON(data); + return data; + } +} + +export interface IEmpiricalDistResult extends IDistResult { + marginals?: AttributeParameters[] | undefined; + marginalDistParameters?: { [key: string]: DistParameter; } | undefined; + jointDistParameter?: JointDistParameter | undefined; +} + +export class DistParameter implements IDistParameter { + mean?: number | undefined; + moment2?: number | undefined; + variance?: number | undefined; + varianceEstimate?: number | undefined; + min?: number | undefined; + max?: number | undefined; + + constructor(data?: IDistParameter) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.mean = data["Mean"]; + this.moment2 = data["Moment2"]; + this.variance = data["Variance"]; + this.varianceEstimate = data["VarianceEstimate"]; + this.min = data["Min"]; + this.max = data["Max"]; + } + } + + static fromJS(data: any): DistParameter { + data = typeof data === 'object' ? data : {}; + let result = new DistParameter(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Mean"] = this.mean; + data["Moment2"] = this.moment2; + data["Variance"] = this.variance; + data["VarianceEstimate"] = this.varianceEstimate; + data["Min"] = this.min; + data["Max"] = this.max; + return data; + } +} + +export interface IDistParameter { + mean?: number | undefined; + moment2?: number | undefined; + variance?: number | undefined; + varianceEstimate?: number | undefined; + min?: number | undefined; + max?: number | undefined; +} + +export class JointDistParameter implements IJointDistParameter { + jointDist?: DistParameter | undefined; + covariance?: number | undefined; + + constructor(data?: IJointDistParameter) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.jointDist = data["JointDist"] ? DistParameter.fromJS(data["JointDist"]) : <any>undefined; + this.covariance = data["Covariance"]; + } + } + + static fromJS(data: any): JointDistParameter { + data = typeof data === 'object' ? data : {}; + let result = new JointDistParameter(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["JointDist"] = this.jointDist ? this.jointDist.toJSON() : <any>undefined; + data["Covariance"] = this.covariance; + return data; + } +} + +export interface IJointDistParameter { + jointDist?: DistParameter | undefined; + covariance?: number | undefined; +} + +export enum DistributionType { + Continuous = 0, + Discrete = 1, +} + +export abstract class DistributionTypeExtension implements IDistributionTypeExtension { + + constructor(data?: IDistributionTypeExtension) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + } + } + + static fromJS(data: any): DistributionTypeExtension { + data = typeof data === 'object' ? data : {}; + throw new Error("The abstract class 'DistributionTypeExtension' cannot be instantiated."); + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + return data; + } +} + +export interface IDistributionTypeExtension { +} + +export class GetModelStateParameters extends ModelOperationParameters implements IGetModelStateParameters { + modelId?: ModelId | undefined; + comparisonIds?: ComparisonId[] | undefined; + riskControlType?: RiskControlType | undefined; + + constructor(data?: IGetModelStateParameters) { + super(data); + this._discriminator = "GetModelStateParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.modelId = data["ModelId"] ? ModelId.fromJS(data["ModelId"]) : <any>undefined; + if (data["ComparisonIds"] && data["ComparisonIds"].constructor === Array) { + this.comparisonIds = []; + for (let item of data["ComparisonIds"]) + this.comparisonIds.push(ComparisonId.fromJS(item)); + } + this.riskControlType = data["RiskControlType"]; + } + } + + static fromJS(data: any): GetModelStateParameters { + data = typeof data === 'object' ? data : {}; + let result = new GetModelStateParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["ModelId"] = this.modelId ? this.modelId.toJSON() : <any>undefined; + if (this.comparisonIds && this.comparisonIds.constructor === Array) { + data["ComparisonIds"] = []; + for (let item of this.comparisonIds) + data["ComparisonIds"].push(item.toJSON()); + } + data["RiskControlType"] = this.riskControlType; + super.toJSON(data); + return data; + } +} + +export interface IGetModelStateParameters extends IModelOperationParameters { + modelId?: ModelId | undefined; + comparisonIds?: ComparisonId[] | undefined; + riskControlType?: RiskControlType | undefined; +} + +export class KSTestResult extends HypothesisTestResult implements IKSTestResult { + + constructor(data?: IKSTestResult) { + super(data); + this._discriminator = "KSTestResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + } + } + + static fromJS(data: any): KSTestResult { + data = typeof data === 'object' ? data : {}; + let result = new KSTestResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + super.toJSON(data); + return data; + } +} + +export interface IKSTestResult extends IHypothesisTestResult { +} + +export class ModelWealthParameters extends UniqueJson implements IModelWealthParameters { + modelId?: ModelId | undefined; + riskControlType?: RiskControlType | undefined; + + constructor(data?: IModelWealthParameters) { + super(data); + } + + init(data?: any) { + super.init(data); + if (data) { + this.modelId = data["ModelId"] ? ModelId.fromJS(data["ModelId"]) : <any>undefined; + this.riskControlType = data["RiskControlType"]; + } + } + + static fromJS(data: any): ModelWealthParameters { + data = typeof data === 'object' ? data : {}; + let result = new ModelWealthParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["ModelId"] = this.modelId ? this.modelId.toJSON() : <any>undefined; + data["RiskControlType"] = this.riskControlType; + super.toJSON(data); + return data; + } +} + +export interface IModelWealthParameters extends IUniqueJson { + modelId?: ModelId | undefined; + riskControlType?: RiskControlType | undefined; +} + +export class RootMeanSquareTestResult extends HypothesisTestResult implements IRootMeanSquareTestResult { + simulationCount?: number | undefined; + extremeSimulationCount?: number | undefined; + + constructor(data?: IRootMeanSquareTestResult) { + super(data); + this._discriminator = "RootMeanSquareTestResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.simulationCount = data["SimulationCount"]; + this.extremeSimulationCount = data["ExtremeSimulationCount"]; + } + } + + static fromJS(data: any): RootMeanSquareTestResult { + data = typeof data === 'object' ? data : {}; + let result = new RootMeanSquareTestResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["SimulationCount"] = this.simulationCount; + data["ExtremeSimulationCount"] = this.extremeSimulationCount; + super.toJSON(data); + return data; + } +} + +export interface IRootMeanSquareTestResult extends IHypothesisTestResult { + simulationCount?: number | undefined; + extremeSimulationCount?: number | undefined; +} + +export class TTestResult extends HypothesisTestResult implements ITTestResult { + degreeOfFreedom?: number | undefined; + distResults?: EmpiricalDistResult[] | undefined; + + constructor(data?: ITTestResult) { + super(data); + this._discriminator = "TTestResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.degreeOfFreedom = data["DegreeOfFreedom"]; + if (data["DistResults"] && data["DistResults"].constructor === Array) { + this.distResults = []; + for (let item of data["DistResults"]) + this.distResults.push(EmpiricalDistResult.fromJS(item)); + } + } + } + + static fromJS(data: any): TTestResult { + data = typeof data === 'object' ? data : {}; + let result = new TTestResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["DegreeOfFreedom"] = this.degreeOfFreedom; + if (this.distResults && this.distResults.constructor === Array) { + data["DistResults"] = []; + for (let item of this.distResults) + data["DistResults"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface ITTestResult extends IHypothesisTestResult { + degreeOfFreedom?: number | undefined; + distResults?: EmpiricalDistResult[] | undefined; +} + +export enum Sorting2 { + Ascending = 0, + Descending = 1, +} + +export class BinLabel implements IBinLabel { + value?: number | undefined; + minValue?: number | undefined; + maxValue?: number | undefined; + label?: string | undefined; + + constructor(data?: IBinLabel) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.value = data["Value"]; + this.minValue = data["MinValue"]; + this.maxValue = data["MaxValue"]; + this.label = data["Label"]; + } + } + + static fromJS(data: any): BinLabel { + data = typeof data === 'object' ? data : {}; + let result = new BinLabel(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + data["MinValue"] = this.minValue; + data["MaxValue"] = this.maxValue; + data["Label"] = this.label; + return data; + } +} + +export interface IBinLabel { + value?: number | undefined; + minValue?: number | undefined; + maxValue?: number | undefined; + label?: string | undefined; +} + +export class PreProcessedString implements IPreProcessedString { + value?: string | undefined; + id?: number | undefined; + stringLookup?: { [key: string]: number; } | undefined; + indexLookup?: { [key: string]: string; } | undefined; + + constructor(data?: IPreProcessedString) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.value = data["Value"]; + this.id = data["Id"]; + if (data["StringLookup"]) { + this.stringLookup = {}; + for (let key in data["StringLookup"]) { + if (data["StringLookup"].hasOwnProperty(key)) + this.stringLookup[key] = data["StringLookup"][key]; + } + } + if (data["IndexLookup"]) { + this.indexLookup = {}; + for (let key in data["IndexLookup"]) { + if (data["IndexLookup"].hasOwnProperty(key)) + this.indexLookup[key] = data["IndexLookup"][key]; + } + } + } + } + + static fromJS(data: any): PreProcessedString { + data = typeof data === 'object' ? data : {}; + let result = new PreProcessedString(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Value"] = this.value; + data["Id"] = this.id; + if (this.stringLookup) { + data["StringLookup"] = {}; + for (let key in this.stringLookup) { + if (this.stringLookup.hasOwnProperty(key)) + data["StringLookup"][key] = this.stringLookup[key]; + } + } + if (this.indexLookup) { + data["IndexLookup"] = {}; + for (let key in this.indexLookup) { + if (this.indexLookup.hasOwnProperty(key)) + data["IndexLookup"][key] = this.indexLookup[key]; + } + } + return data; + } +} + +export interface IPreProcessedString { + value?: string | undefined; + id?: number | undefined; + stringLookup?: { [key: string]: number; } | undefined; + indexLookup?: { [key: string]: string; } | undefined; +} + +export class BitSet implements IBitSet { + length?: number | undefined; + size?: number | undefined; + + constructor(data?: IBitSet) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + this.length = data["Length"]; + this.size = data["Size"]; + } + } + + static fromJS(data: any): BitSet { + data = typeof data === 'object' ? data : {}; + let result = new BitSet(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Length"] = this.length; + data["Size"] = this.size; + return data; + } +} + +export interface IBitSet { + length?: number | undefined; + size?: number | undefined; +} + +export class DateTimeUtil implements IDateTimeUtil { + + constructor(data?: IDateTimeUtil) { + if (data) { + for (var property in data) { + if (data.hasOwnProperty(property)) + (<any>this)[property] = (<any>data)[property]; + } + } + } + + init(data?: any) { + if (data) { + } + } + + static fromJS(data: any): DateTimeUtil { + data = typeof data === 'object' ? data : {}; + let result = new DateTimeUtil(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + return data; + } +} + +export interface IDateTimeUtil { +} + +export class FrequentItemsetOperationParameters extends DistOperationParameters implements IFrequentItemsetOperationParameters { + filter?: string | undefined; + attributeParameters?: AttributeParameters[] | undefined; + attributeCodeParameters?: AttributeCaclculatedParameters[] | undefined; + + constructor(data?: IFrequentItemsetOperationParameters) { + super(data); + this._discriminator = "FrequentItemsetOperationParameters"; + } + + init(data?: any) { + super.init(data); + if (data) { + this.filter = data["Filter"]; + if (data["AttributeParameters"] && data["AttributeParameters"].constructor === Array) { + this.attributeParameters = []; + for (let item of data["AttributeParameters"]) + this.attributeParameters.push(AttributeParameters.fromJS(item)); + } + if (data["AttributeCodeParameters"] && data["AttributeCodeParameters"].constructor === Array) { + this.attributeCodeParameters = []; + for (let item of data["AttributeCodeParameters"]) + this.attributeCodeParameters.push(AttributeCaclculatedParameters.fromJS(item)); + } + } + } + + static fromJS(data: any): FrequentItemsetOperationParameters { + data = typeof data === 'object' ? data : {}; + let result = new FrequentItemsetOperationParameters(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + data["Filter"] = this.filter; + if (this.attributeParameters && this.attributeParameters.constructor === Array) { + data["AttributeParameters"] = []; + for (let item of this.attributeParameters) + data["AttributeParameters"].push(item.toJSON()); + } + if (this.attributeCodeParameters && this.attributeCodeParameters.constructor === Array) { + data["AttributeCodeParameters"] = []; + for (let item of this.attributeCodeParameters) + data["AttributeCodeParameters"].push(item.toJSON()); + } + super.toJSON(data); + return data; + } +} + +export interface IFrequentItemsetOperationParameters extends IDistOperationParameters { + filter?: string | undefined; + attributeParameters?: AttributeParameters[] | undefined; + attributeCodeParameters?: AttributeCaclculatedParameters[] | undefined; +} + +export class FrequentItemsetResult extends Result implements IFrequentItemsetResult { + frequentItems?: { [key: string]: number; } | undefined; + + constructor(data?: IFrequentItemsetResult) { + super(data); + this._discriminator = "FrequentItemsetResult"; + } + + init(data?: any) { + super.init(data); + if (data) { + if (data["FrequentItems"]) { + this.frequentItems = {}; + for (let key in data["FrequentItems"]) { + if (data["FrequentItems"].hasOwnProperty(key)) + this.frequentItems[key] = data["FrequentItems"][key]; + } + } + } + } + + static fromJS(data: any): FrequentItemsetResult { + data = typeof data === 'object' ? data : {}; + let result = new FrequentItemsetResult(); + result.init(data); + return result; + } + + toJSON(data?: any) { + data = typeof data === 'object' ? data : {}; + if (this.frequentItems) { + data["FrequentItems"] = {}; + for (let key in this.frequentItems) { + if (this.frequentItems.hasOwnProperty(key)) + data["FrequentItems"][key] = this.frequentItems[key]; + } + } + super.toJSON(data); + return data; + } +} + +export interface IFrequentItemsetResult extends IResult { + frequentItems?: { [key: string]: number; } | undefined; +} + diff --git a/src/client/northstar/operations/BaseOperation.ts b/src/client/northstar/operations/BaseOperation.ts new file mode 100644 index 000000000..f545b2c58 --- /dev/null +++ b/src/client/northstar/operations/BaseOperation.ts @@ -0,0 +1,178 @@ +import { FilterModel } from '../core/filter/FilterModel' +import { ErrorResult, Exception, OperationParameters, OperationReference, Result, ResultParameters } from '../model/idea/idea'; +import { action, computed, observable } from "mobx"; +import { Gateway } from '../manager/Gateway'; + +export abstract class BaseOperation { + private _interactionTimeoutId: number = 0; + private static _currentOperations: Map<number, PollPromise> = new Map<number, PollPromise>(); + //public InteractionTimeout: EventDelegate<InteractionTimeoutEventArgs> = new EventDelegate<InteractionTimeoutEventArgs>(); + + @observable public Error: string = ""; + @observable public OverridingFilters: FilterModel[] = []; + //@observable + @observable public Result?: Result = undefined; + @observable public ComputationStarted: boolean = false; + public OperationReference?: OperationReference = undefined; + + private static _nextId = 0; + public RequestSalt: string = ""; + public Id: number; + + constructor() { + this.Id = BaseOperation._nextId++; + } + + @computed + public get FilterString(): string { + + // let filterModels: FilterModel[] = []; + // return FilterModel.GetFilterModelsRecursive(this, new Set<GraphNode<BaseOperationViewModel, FilterLinkViewModel>>(), filterModels, true) + // if (this.OverridingFilters.length > 0) { + // return "(" + this.OverridingFilters.filter(fm => fm != null).map(fm => fm.ToPythonString()).join(" || ") + ")"; + // } + // let rdg = MainManager.Instance.MainViewModel.FilterReverseDependencyGraph; + // let sliceModel = this.TypedViewModel.IncomingSliceModel; + // if (sliceModel != null && sliceModel.Source != null && instanceOfIBaseFilterProvider(sliceModel.Source) && rdg.has(sliceModel.Source)) { + // let filterModels = sliceModel.Source.FilterModels.map(f => f); + // return FilterModel.GetFilterModelsRecursive(rdg.get(sliceModel.Source), new Set<GraphNode<BaseOperationViewModel, FilterLinkViewModel>>(), filterModels, false); + // } + + // if (rdg.has(this.TypedViewModel)) { + // let filterModels = []; + // return FilterModel.GetFilterModelsRecursive(rdg.get(this.TypedViewModel), new Set<GraphNode<BaseOperationViewModel, FilterLinkViewModel>>(), filterModels, true) + // } + return ""; + } + + + @action + public SetResult(result: Result): void { + this.Result = result; + } + + public async Update(): Promise<void> { + + try { + if (BaseOperation._currentOperations.has(this.Id)) { + BaseOperation._currentOperations.get(this.Id)!.Cancel(); + if (this.OperationReference) { + Gateway.Instance.PauseOperation(this.OperationReference.toJSON()); + } + } + + let operationParameters = this.CreateOperationParameters(); + if (this.Result) + this.Result.progress = 0; // bcz: used to set Result to undefined, but that causes the display to blink + this.Error = ""; + let salt = Math.random().toString(); + this.RequestSalt = salt; + + if (!operationParameters) { + this.ComputationStarted = false; + return; + } + + this.ComputationStarted = true; + //let start = performance.now(); + let promise = Gateway.Instance.StartOperation(operationParameters.toJSON()); + promise.catch(err => { + action(() => { + this.Error = err; + console.error(err); + }); + }); + let operationReference = await promise; + + + if (operationReference) { + this.OperationReference = operationReference; + + let resultParameters = new ResultParameters(); + resultParameters.operationReference = operationReference; + + let pollPromise = new PollPromise(salt, operationReference); + BaseOperation._currentOperations.set(this.Id, pollPromise); + + pollPromise.Start(async () => { + let result = await Gateway.Instance.GetResult(resultParameters.toJSON()); + if (result instanceof ErrorResult) { + throw new Error((result as ErrorResult).message); + } + if (this.RequestSalt == pollPromise.RequestSalt) { + if (result && (!this.Result || this.Result.progress != result.progress)) { + /*if (operationViewModel.Result !== null && operationViewModel.Result !== undefined) { + let t1 = performance.now(); + console.log((t1 - start) + " milliseconds."); + start = performance.now(); + }*/ + this.SetResult(result); + } + + if (!result || result.progress! < 1) { + return true; + } + } + return false; + }, 100).catch((err: Error) => action(() => { + this.Error = err.message; + console.error(err.message); + })() + ); + } + } + catch (err) { + console.error(err as Exception); + // ErrorDialog.Instance.HandleError(err, operationViewModel); + } + } + + public CreateOperationParameters(): OperationParameters | undefined { return undefined; } + + private interactionTimeout() { + // clearTimeout(this._interactionTimeoutId); + // this.InteractionTimeout.Fire(new InteractionTimeoutEventArgs(this.TypedViewModel, InteractionTimeoutType.Timeout)); + } +} + +export class PollPromise { + public RequestSalt: string; + public OperationReference: OperationReference; + + private _notCanceled: boolean = true; + private _poll: undefined | (() => Promise<boolean>); + private _delay: number = 0; + + public constructor(requestKey: string, operationReference: OperationReference) { + this.RequestSalt = requestKey; + this.OperationReference = operationReference; + } + + public Cancel(): void { + this._notCanceled = false; + } + + public Start(poll: () => Promise<boolean>, delay: number): Promise<void> { + this._poll = poll; + this._delay = delay; + return this.pollRecursive(); + } + + private pollRecursive = (): Promise<void> => { + return Promise.resolve().then(this._poll).then((flag) => { + this._notCanceled && flag && new Promise((res) => (setTimeout(res, this._delay))) + .then(this.pollRecursive); + }); + } +} + + +export class InteractionTimeoutEventArgs { + constructor(public Sender: object, public Type: InteractionTimeoutType) { + } +} + +export enum InteractionTimeoutType { + Reset = 0, + Timeout = 1 +} diff --git a/src/client/northstar/operations/HistogramOperation.ts b/src/client/northstar/operations/HistogramOperation.ts new file mode 100644 index 000000000..e63de1632 --- /dev/null +++ b/src/client/northstar/operations/HistogramOperation.ts @@ -0,0 +1,124 @@ +import { action, computed, observable, trace } from "mobx"; +import { Document } from "../../../fields/Document"; +import { FieldWaiting } from "../../../fields/Field"; +import { KeyStore } from "../../../fields/KeyStore"; +import { CurrentUserUtils } from "../../../server/authentication/models/current_user_utils"; +import { ColumnAttributeModel } from "../core/attribute/AttributeModel"; +import { AttributeTransformationModel } from "../core/attribute/AttributeTransformationModel"; +import { CalculatedAttributeManager } from "../core/attribute/CalculatedAttributeModel"; +import { FilterModel } from "../core/filter/FilterModel"; +import { FilterOperand } from "../core/filter/FilterOperand"; +import { IBaseFilterConsumer } from "../core/filter/IBaseFilterConsumer"; +import { IBaseFilterProvider } from "../core/filter/IBaseFilterProvider"; +import { HistogramField } from "../dash-fields/HistogramField"; +import { SETTINGS_SAMPLE_SIZE, SETTINGS_X_BINS, SETTINGS_Y_BINS } from "../model/binRanges/VisualBinRangeHelper"; +import { AggregateFunction, AggregateParameters, Attribute, AverageAggregateParameters, Bin, DataType, DoubleValueAggregateResult, HistogramOperationParameters, HistogramResult, QuantitativeBinRange } from "../model/idea/idea"; +import { ModelHelpers } from "../model/ModelHelpers"; +import { ArrayUtil } from "../utils/ArrayUtil"; +import { BaseOperation } from "./BaseOperation"; + +export class HistogramOperation extends BaseOperation implements IBaseFilterConsumer, IBaseFilterProvider { + public static Empty = new HistogramOperation("-empty schema-", new AttributeTransformationModel(new ColumnAttributeModel(new Attribute())), new AttributeTransformationModel(new ColumnAttributeModel(new Attribute())), new AttributeTransformationModel(new ColumnAttributeModel(new Attribute()))); + @observable public FilterOperand: FilterOperand = FilterOperand.AND; + @observable public Links: Document[] = []; + @observable public BrushLinks: { l: Document, b: Document }[] = []; + @observable public BrushColors: number[] = []; + @observable public FilterModels: FilterModel[] = []; + + @observable public Normalization: number = -1; + @observable public X: AttributeTransformationModel; + @observable public Y: AttributeTransformationModel; + @observable public V: AttributeTransformationModel; + @observable public SchemaName: string; + @observable public QRange: QuantitativeBinRange | undefined; + @computed public get Schema() { return CurrentUserUtils.GetNorthstarSchema(this.SchemaName); } + + constructor(schemaName: string, x: AttributeTransformationModel, y: AttributeTransformationModel, v: AttributeTransformationModel, normalized?: number) { + super(); + this.X = x; + this.Y = y; + this.V = v; + this.Normalization = normalized ? normalized : -1; + this.SchemaName = schemaName; + } + + Equals(other: Object): boolean { + throw new Error("Method not implemented."); + } + + @action + public AddFilterModels(filterModels: FilterModel[]): void { + filterModels.filter(f => f !== null).forEach(fm => this.FilterModels.push(fm)); + } + @action + public RemoveFilterModels(filterModels: FilterModel[]): void { + ArrayUtil.RemoveMany(this.FilterModels, filterModels); + } + + @computed + public get FilterString(): string { + let filterModels: FilterModel[] = []; + return FilterModel.GetFilterModelsRecursive(this, new Set<IBaseFilterProvider>(), filterModels, true) + } + + @computed + public get BrushString(): string[] { + trace(); + let brushes: string[] = []; + this.BrushLinks.map(brushLink => { + let brushHistogram = brushLink.b.GetT(KeyStore.Data, HistogramField); + if (brushHistogram && brushHistogram != FieldWaiting) { + let filterModels: FilterModel[] = []; + brushes.push(FilterModel.GetFilterModelsRecursive(brushHistogram.Data, new Set<IBaseFilterProvider>(), filterModels, false)); + } + }); + return brushes; + } + + private getAggregateParameters(histoX: AttributeTransformationModel, histoY: AttributeTransformationModel, histoValue: AttributeTransformationModel) { + let allAttributes = new Array<AttributeTransformationModel>(histoX, histoY, histoValue); + allAttributes = ArrayUtil.Distinct(allAttributes.filter(a => a.AggregateFunction !== AggregateFunction.None)); + + let numericDataTypes = [DataType.Int, DataType.Double, DataType.Float]; + let perBinAggregateParameters: AggregateParameters[] = ModelHelpers.GetAggregateParametersWithMargins(this.Schema!.distinctAttributeParameters, allAttributes); + let globalAggregateParameters: AggregateParameters[] = []; + [histoX, histoY] + .filter(a => a.AggregateFunction === AggregateFunction.None && ArrayUtil.Contains(numericDataTypes, a.AttributeModel.DataType)) + .forEach(a => { + let avg = new AverageAggregateParameters(); + avg.attributeParameters = ModelHelpers.GetAttributeParameters(a.AttributeModel); + globalAggregateParameters.push(avg); + }); + return [perBinAggregateParameters, globalAggregateParameters]; + } + + public CreateOperationParameters(): HistogramOperationParameters | undefined { + if (this.X && this.Y && this.V) { + let [perBinAggregateParameters, globalAggregateParameters] = this.getAggregateParameters(this.X, this.Y, this.V); + return new HistogramOperationParameters({ + enableBrushComputation: true, + adapterName: this.SchemaName, + filter: this.FilterString, + brushes: this.BrushString, + binningParameters: [ModelHelpers.GetBinningParameters(this.X, SETTINGS_X_BINS, this.QRange ? this.QRange.minValue : undefined, this.QRange ? this.QRange.maxValue : undefined), + ModelHelpers.GetBinningParameters(this.Y, SETTINGS_Y_BINS)], + sampleStreamBlockSize: SETTINGS_SAMPLE_SIZE, + perBinAggregateParameters: perBinAggregateParameters, + globalAggregateParameters: globalAggregateParameters, + sortPerBinAggregateParameter: undefined, + attributeCalculatedParameters: CalculatedAttributeManager + .AllCalculatedAttributes.map(a => ModelHelpers.GetAttributeParametersFromAttributeModel(a)), + degreeOfParallism: 1, // Settings.Instance.DegreeOfParallelism, + isCachable: false + }); + } + } + + @action + public async Update(): Promise<void> { + this.BrushColors = this.BrushLinks.map(e => e.l.GetNumber(KeyStore.BackgroundColor, 0)); + return super.Update(); + } +} + + diff --git a/src/client/northstar/utils/ArrayUtil.ts b/src/client/northstar/utils/ArrayUtil.ts new file mode 100644 index 000000000..f35c98317 --- /dev/null +++ b/src/client/northstar/utils/ArrayUtil.ts @@ -0,0 +1,90 @@ +import { Exception } from "../model/idea/idea"; + +export class ArrayUtil { + + public static Contains(arr1: any[], arr2: any): boolean { + if (arr1.length === 0) { + return false; + } + let isComplex = typeof arr1[0] === "object"; + for (let i = 0; i < arr1.length; i++) { + if (isComplex && "Equals" in arr1[i]) { + if (arr1[i].Equals(arr2)) { + return true; + } + } + else { + if (arr1[i] === arr2) { + return true; + } + } + } + return false; + } + + + public static RemoveMany(arr: any[], elements: Object[]) { + elements.forEach(e => ArrayUtil.Remove(arr, e)); + } + + public static AddMany(arr: any[], others: Object[]) { + arr.push(...others); + } + + public static Clear(arr: any[]) { + arr.splice(0, arr.length); + } + + + public static Remove(arr: any[], other: Object) { + const index = ArrayUtil.IndexOfWithEqual(arr, other); + if (index === -1) { + return; + } + arr.splice(index, 1); + } + + + public static First<T>(arr: T[], predicate: (x: any) => boolean): T { + let filtered = arr.filter(predicate); + if (filtered.length > 0) { + return filtered[0]; + } + throw new Exception() + } + + public static FirstOrDefault<T>(arr: T[], predicate: (x: any) => boolean): T | undefined { + let filtered = arr.filter(predicate); + if (filtered.length > 0) { + return filtered[0]; + } + return undefined; + } + + public static Distinct(arr: any[]): any[] { + let ret = []; + for (let i = 0; i < arr.length; i++) { + if (!ArrayUtil.Contains(ret, arr[i])) { + ret.push(arr[i]); + } + } + return ret; + } + + public static IndexOfWithEqual(arr: any[], other: any): number { + for (let i = 0; i < arr.length; i++) { + let isComplex = typeof arr[0] === "object"; + if (isComplex && "Equals" in arr[i]) { + if (arr[i].Equals(other)) { + return i; + } + } + else { + if (arr[i] === other) { + return i; + } + } + } + return -1; + } +}
\ No newline at end of file diff --git a/src/client/northstar/utils/Extensions.ts b/src/client/northstar/utils/Extensions.ts new file mode 100644 index 000000000..7c2b7fc9d --- /dev/null +++ b/src/client/northstar/utils/Extensions.ts @@ -0,0 +1,29 @@ +interface String { + ReplaceAll(toReplace: string, replacement: string): string; + Truncate(length: number, replacement: string): String; +} + +String.prototype.ReplaceAll = function (toReplace: string, replacement: string): string { + var target = this; + return target.split(toReplace).join(replacement); +} + +String.prototype.Truncate = function (length: number, replacement: string): String { + var target = this; + if (target.length >= length) { + target = target.slice(0, Math.max(0, length - replacement.length)) + replacement; + } + return target; +} + +interface Math { + log10(val: number): number; +} + +Math.log10 = function (val: number): number { + return Math.log(val) / Math.LN10; +} + +declare interface ObjectConstructor { + assign(...objects: Object[]): Object; +} diff --git a/src/client/northstar/utils/GeometryUtil.ts b/src/client/northstar/utils/GeometryUtil.ts new file mode 100644 index 000000000..d5f3ba631 --- /dev/null +++ b/src/client/northstar/utils/GeometryUtil.ts @@ -0,0 +1,129 @@ +import { MathUtil, PIXIRectangle, PIXIPoint } from "./MathUtil"; + + +export class GeometryUtil { + + public static ComputeBoundingBox(points: { x: number, y: number }[], scale = 1, padding: number = 0): PIXIRectangle { + let minX: number = Number.MAX_VALUE; + let minY: number = Number.MAX_VALUE; + let maxX: number = Number.MIN_VALUE; + let maxY: number = Number.MIN_VALUE; + for (var i = 0; i < points.length; i++) { + if (points[i].x < minX) + minX = points[i].x; + if (points[i].y < minY) + minY = points[i].y; + if (points[i].x > maxX) + maxX = points[i].x; + if (points[i].y > maxY) + maxY = points[i].y; + } + return new PIXIRectangle(minX * scale - padding, minY * scale - padding, (maxX - minX) * scale + padding * 2, (maxY - minY) * scale + padding * 2); + } + + public static RectangleOverlap(rect1: PIXIRectangle, rect2: PIXIRectangle) { + let x_overlap = Math.max(0, Math.min(rect1.right, rect2.right) - Math.max(rect1.left, rect2.left)); + let y_overlap = Math.max(0, Math.min(rect1.bottom, rect2.bottom) - Math.max(rect1.top, rect2.top)); + return x_overlap * y_overlap; + } + + public static RotatePoints(center: { x: number, y: number }, points: { x: number, y: number }[], angle: number): PIXIPoint[] { + const rotate = (cx: number, cy: number, x: number, y: number, angle: number) => { + const radians = angle, + cos = Math.cos(radians), + sin = Math.sin(radians), + nx = (cos * (x - cx)) + (sin * (y - cy)) + cx, + ny = (cos * (y - cy)) - (sin * (x - cx)) + cy; + return new PIXIPoint(nx, ny); + } + return points.map(p => rotate(center.x, center.y, p.x, p.y, angle)); + } + + public static LineByLeastSquares(points: { x: number, y: number }[]): PIXIPoint[] { + let sum_x: number = 0; + let sum_y: number = 0; + let sum_xy: number = 0; + let sum_xx: number = 0; + let count: number = 0; + + let x: number = 0; + let y: number = 0; + + + if (points.length === 0) { + return []; + } + + for (let v = 0; v < points.length; v++) { + x = points[v].x; + y = points[v].y; + sum_x += x; + sum_y += y; + sum_xx += x * x; + sum_xy += x * y; + count++; + } + + let m = (count * sum_xy - sum_x * sum_y) / (count * sum_xx - sum_x * sum_x); + let b = (sum_y / count) - (m * sum_x) / count; + let result: PIXIPoint[] = new Array<PIXIPoint>(); + + for (let v = 0; v < points.length; v++) { + x = points[v].x; + y = x * m + b; + result.push(new PIXIPoint(x, y)); + } + return result; + } + + // public static PointInsidePolygon(vs:Point[], x:number, y:number):boolean { + // // ray-casting algorithm based on + // // http://www.ecse.rpi.edu/Homepages/wrf/Research/Short_Notes/pnpoly.html + + // var inside = false; + // for (var i = 0, j = vs.length - 1; i < vs.length; j = i++) { + // var xi = vs[i].x, yi = vs[i].y; + // var xj = vs[j].x, yj = vs[j].y; + + // var intersect = ((yi > y) != (yj > y)) && (x < (xj - xi) * (y - yi) / (yj - yi) + xi); + // if (intersect) + // inside = !inside; + // } + + // return inside; + // }; + + public static IntersectLines(x1: number, y1: number, x2: number, y2: number, x3: number, y3: number, x4: number, y4: number): boolean { + let a1: number, a2: number, b1: number, b2: number, c1: number, c2: number; + let r1: number, r2: number, r3: number, r4: number; + let denom: number, offset: number, num: number; + + a1 = y2 - y1; + b1 = x1 - x2; + c1 = (x2 * y1) - (x1 * y2); + r3 = ((a1 * x3) + (b1 * y3) + c1); + r4 = ((a1 * x4) + (b1 * y4) + c1); + + if ((r3 !== 0) && (r4 !== 0) && (MathUtil.Sign(r3) === MathUtil.Sign(r4))) { + return false; + } + + a2 = y4 - y3; + b2 = x3 - x4; + c2 = (x4 * y3) - (x3 * y4); + + r1 = (a2 * x1) + (b2 * y1) + c2; + r2 = (a2 * x2) + (b2 * y2) + c2; + + if ((r1 !== 0) && (r2 !== 0) && (MathUtil.Sign(r1) === MathUtil.Sign(r2))) { + return false; + } + + denom = (a1 * b2) - (a2 * b1); + + if (denom === 0) { + return false; + } + return true; + } +}
\ No newline at end of file diff --git a/src/client/northstar/utils/IDisposable.ts b/src/client/northstar/utils/IDisposable.ts new file mode 100644 index 000000000..5e9843326 --- /dev/null +++ b/src/client/northstar/utils/IDisposable.ts @@ -0,0 +1,3 @@ +export interface IDisposable { + Dispose(): void; +}
\ No newline at end of file diff --git a/src/client/northstar/utils/IEquatable.ts b/src/client/northstar/utils/IEquatable.ts new file mode 100644 index 000000000..2f81c2478 --- /dev/null +++ b/src/client/northstar/utils/IEquatable.ts @@ -0,0 +1,3 @@ +export interface IEquatable { + Equals(other: Object): boolean; +}
\ No newline at end of file diff --git a/src/client/northstar/utils/KeyCodes.ts b/src/client/northstar/utils/KeyCodes.ts new file mode 100644 index 000000000..044569ffe --- /dev/null +++ b/src/client/northstar/utils/KeyCodes.ts @@ -0,0 +1,137 @@ +/** + * Class contains the keycodes for keys on your keyboard. + * + * Useful for auto completion: + * + * ``` + * switch (event.key) + * { + * case KeyCode.UP: + * { + * // Up key pressed + * break; + * } + * case KeyCode.DOWN: + * { + * // Down key pressed + * break; + * } + * case KeyCode.LEFT: + * { + * // Left key pressed + * break; + * } + * case KeyCode.RIGHT: + * { + * // Right key pressed + * break; + * } + * default: + * { + * // ignore + * break; + * } + * } + * ``` + */ +export class KeyCodes +{ + public static TAB:number = 9; + public static CAPS_LOCK:number = 20; + public static SHIFT:number = 16; + public static CONTROL:number = 17; + public static SPACE:number = 32; + public static DOWN:number = 40; + public static UP:number = 38; + public static LEFT:number = 37; + public static RIGHT:number = 39; + public static ESCAPE:number = 27; + public static F1:number = 112; + public static F2:number = 113; + public static F3:number = 114; + public static F4:number = 115; + public static F5:number = 116; + public static F6:number = 117; + public static F7:number = 118; + public static F8:number = 119; + public static F9:number = 120; + public static F10:number = 121; + public static F11:number = 122; + public static F12:number = 123; + public static INSERT:number = 45; + public static HOME:number = 36; + public static PAGE_UP:number = 33; + public static PAGE_DOWN:number = 34; + public static DELETE:number = 46; + public static END:number = 35; + public static ENTER:number = 13; + public static BACKSPACE:number = 8; + public static NUMPAD_0:number = 96; + public static NUMPAD_1:number = 97; + public static NUMPAD_2:number = 98; + public static NUMPAD_3:number = 99; + public static NUMPAD_4:number = 100; + public static NUMPAD_5:number = 101; + public static NUMPAD_6:number = 102; + public static NUMPAD_7:number = 103; + public static NUMPAD_8:number = 104; + public static NUMPAD_9:number = 105; + public static NUMPAD_DIVIDE:number = 111; + public static NUMPAD_ADD:number = 107; + public static NUMPAD_ENTER:number = 13; + public static NUMPAD_DECIMAL:number = 110; + public static NUMPAD_SUBTRACT:number = 109; + public static NUMPAD_MULTIPLY:number = 106; + public static SEMICOLON:number = 186; + public static EQUAL:number = 187; + public static COMMA:number = 188; + public static MINUS:number = 189; + public static PERIOD:number = 190; + public static SLASH:number = 191; + public static BACKQUOTE:number = 192; + public static LEFTBRACKET:number = 219; + public static BACKSLASH:number = 220; + public static RIGHTBRACKET:number = 221; + public static QUOTE:number = 222; + public static ALT:number = 18; + public static COMMAND:number = 15; + public static NUMPAD:number = 21; + public static A:number = 65; + public static B:number = 66; + public static C:number = 67; + public static D:number = 68; + public static E:number = 69; + public static F:number = 70; + public static G:number = 71; + public static H:number = 72; + public static I:number = 73; + public static J:number = 74; + public static K:number = 75; + public static L:number = 76; + public static M:number = 77; + public static N:number = 78; + public static O:number = 79; + public static P:number = 80; + public static Q:number = 81; + public static R:number = 82; + public static S:number = 83; + public static T:number = 84; + public static U:number = 85; + public static V:number = 86; + public static W:number = 87; + public static X:number = 88; + public static Y:number = 89; + public static Z:number = 90; + public static NUM_0:number = 48; + public static NUM_1:number = 49; + public static NUM_2:number = 50; + public static NUM_3:number = 51; + public static NUM_4:number = 52; + public static NUM_5:number = 53; + public static NUM_6:number = 54; + public static NUM_7:number = 55; + public static NUM_8:number = 56; + public static NUM_9:number = 57; + public static SUBSTRACT:number = 189; + public static ADD:number = 187; +}
\ No newline at end of file diff --git a/src/client/northstar/utils/LABColor.ts b/src/client/northstar/utils/LABColor.ts new file mode 100644 index 000000000..72e46fb7f --- /dev/null +++ b/src/client/northstar/utils/LABColor.ts @@ -0,0 +1,90 @@ + +export class LABColor { + public L: number; + public A: number; + public B: number; + + // constructor - takes three floats for lightness and color-opponent dimensions + constructor(l: number, a: number, b: number) { + this.L = l; + this.A = a; + this.B = b; + } + + // static function for linear interpolation between two LABColors + public static Lerp(a: LABColor, b: LABColor, t: number): LABColor { + return new LABColor(LABColor.LerpNumber(a.L, b.L, t), LABColor.LerpNumber(a.A, b.A, t), LABColor.LerpNumber(a.B, b.B, t)); + } + + public static LerpNumber(a: number, b: number, percent: number): number { + return a + percent * (b - a); + } + + static hexToRGB(hex: number, alpha: number): number[] { + var r = (hex & (0xff << 16)) >> 16; + var g = (hex & (0xff << 8)) >> 8; + var b = (hex & (0xff << 0)) >> 0; + return [r, g, b]; + } + static RGBtoHex(red: number, green: number, blue: number): number { + return blue | (green << 8) | (red << 16); + } + + public static RGBtoHexString(rgb: number): string { + let str = "#" + this.hex((rgb & (0xff << 16)) >> 16) + this.hex((rgb & (0xff << 8)) >> 8) + this.hex((rgb & (0xff << 0)) >> 0); + return str; + } + + static hex(x: number): string { + var hexDigits = new Array + ("0", "1", "2", "3", "4", "5", "6", "7", "8", "9", "a", "b", "c", "d", "e", "f"); + return isNaN(x) ? "00" : hexDigits[(x - x % 16) / 16] + hexDigits[x % 16]; + } + + public static FromColor(c: number): LABColor { + var rgb = LABColor.hexToRGB(c, 0); + var r = LABColor.d3_rgb_xyz(rgb[0] * 255); + var g = LABColor.d3_rgb_xyz(rgb[1] * 255); + var b = LABColor.d3_rgb_xyz(rgb[2] * 255); + + var x = LABColor.d3_xyz_lab((0.4124564 * r + 0.3575761 * g + 0.1804375 * b) / LABColor.d3_lab_X); + var y = LABColor.d3_xyz_lab((0.2126729 * r + 0.7151522 * g + 0.0721750 * b) / LABColor.d3_lab_Y); + var z = LABColor.d3_xyz_lab((0.0193339 * r + 0.1191920 * g + 0.9503041 * b) / LABColor.d3_lab_Z); + var lab = new LABColor(116 * y - 16, 500 * (x - y), 200 * (y - z)); + return lab; + } + + private static d3_lab_X: number = 0.950470; + private static d3_lab_Y: number = 1; + private static d3_lab_Z: number = 1.088830; + + public static d3_lab_xyz(x: number): number { + return x > 0.206893034 ? x * x * x : (x - 4 / 29) / 7.787037; + } + + public static d3_xyz_rgb(r: number): number { + return Math.round(255 * (r <= 0.00304 ? 12.92 * r : 1.055 * Math.pow(r, 1 / 2.4) - 0.055)); + } + + public static d3_rgb_xyz(r: number): number { + return (r /= 255) <= 0.04045 ? r / 12.92 : Math.pow((r + 0.055) / 1.055, 2.4); + } + + public static d3_xyz_lab(x: number): number { + return x > 0.008856 ? Math.pow(x, 1 / 3) : 7.787037 * x + 4 / 29; + } + + public static ToColor(lab: LABColor): number { + var y = (lab.L + 16) / 116; + var x = y + lab.A / 500; + var z = y - lab.B / 200; + x = LABColor.d3_lab_xyz(x) * LABColor.d3_lab_X; + y = LABColor.d3_lab_xyz(y) * LABColor.d3_lab_Y; + z = LABColor.d3_lab_xyz(z) * LABColor.d3_lab_Z; + + return LABColor.RGBtoHex( + LABColor.d3_xyz_rgb(3.2404542 * x - 1.5371385 * y - 0.4985314 * z) / 255, + LABColor.d3_xyz_rgb(-0.9692660 * x + 1.8760108 * y + 0.0415560 * z) / 255, + LABColor.d3_xyz_rgb(0.0556434 * x - 0.2040259 * y + 1.0572252 * z) / 255); + } +}
\ No newline at end of file diff --git a/src/client/northstar/utils/MathUtil.ts b/src/client/northstar/utils/MathUtil.ts new file mode 100644 index 000000000..bb7e73871 --- /dev/null +++ b/src/client/northstar/utils/MathUtil.ts @@ -0,0 +1,241 @@ + + +export class PIXIPoint { + public get x() { return this.coords[0]; } + public get y() { return this.coords[1]; } + public set x(value: number) { this.coords[0] = value; } + public set y(value: number) { this.coords[1] = value; } + public coords: number[] = [0, 0]; + constructor(x: number, y: number) { + this.coords[0] = x; + this.coords[1] = y; + } +} + +export class PIXIRectangle { + public x: number; + public y: number; + public width: number; + public height: number + public get left() { return this.x } + public get right() { return this.x + this.width; } + public get top() { return this.y } + public get bottom() { return this.top + this.height } + public static get EMPTY() { return new PIXIRectangle(0, 0, -1, -1); } + constructor(x: number, y: number, width: number, height: number) { + this.x = x; + this.y = y; + this.width = width; + this.height = height; + } +} + +export class MathUtil { + + public static EPSILON: number = 0.001; + + public static Sign(value: number): number { + return value >= 0 ? 1 : -1; + } + + public static AddPoint(p1: PIXIPoint, p2: PIXIPoint, inline: boolean = false): PIXIPoint { + if (inline) { + p1.x += p2.x; + p1.y += p2.y; + return p1; + } + else { + return new PIXIPoint(p1.x + p2.x, p1.y + p2.y); + } + } + + public static Perp(p1: PIXIPoint): PIXIPoint { + return new PIXIPoint(-p1.y, p1.x); + } + + public static DividePoint(p1: PIXIPoint, by: number, inline: boolean = false): PIXIPoint { + if (inline) { + p1.x /= by; + p1.y /= by; + return p1; + } + else { + return new PIXIPoint(p1.x / by, p1.y / by); + } + } + + public static MultiplyConstant(p1: PIXIPoint, by: number, inline: boolean = false) { + if (inline) { + p1.x *= by; + p1.y *= by; + return p1; + } + else { + return new PIXIPoint(p1.x * by, p1.y * by); + } + } + + public static SubtractPoint(p1: PIXIPoint, p2: PIXIPoint, inline: boolean = false): PIXIPoint { + if (inline) { + p1.x -= p2.x; + p1.y -= p2.y; + return p1; + } + else { + return new PIXIPoint(p1.x - p2.x, p1.y - p2.y); + } + } + + public static Area(rect: PIXIRectangle): number { + return rect.width * rect.height; + } + + public static DistToLineSegment(v: PIXIPoint, w: PIXIPoint, p: PIXIPoint) { + // Return minimum distance between line segment vw and point p + var l2 = MathUtil.DistSquared(v, w); // i.e. |w-v|^2 - avoid a sqrt + if (l2 == 0.0) return MathUtil.Dist(p, v); // v == w case + // Consider the line extending the segment, parameterized as v + t (w - v). + // We find projection of point p onto the line. + // It falls where t = [(p-v) . (w-v)] / |w-v|^2 + // We clamp t from [0,1] to handle points outside the segment vw. + var dot = MathUtil.Dot( + MathUtil.SubtractPoint(p, v), + MathUtil.SubtractPoint(w, v)) / l2; + var t = Math.max(0, Math.min(1, dot)); + // Projection falls on the segment + var projection = MathUtil.AddPoint(v, + MathUtil.MultiplyConstant( + MathUtil.SubtractPoint(w, v), t)); + return MathUtil.Dist(p, projection); + } + + public static LineSegmentIntersection(ps1: PIXIPoint, pe1: PIXIPoint, ps2: PIXIPoint, pe2: PIXIPoint): PIXIPoint | undefined { + var a1 = pe1.y - ps1.y; + var b1 = ps1.x - pe1.x; + + var a2 = pe2.y - ps2.y; + var b2 = ps2.x - pe2.x; + + var delta = a1 * b2 - a2 * b1; + if (delta == 0) { + return undefined; + } + var c2 = a2 * ps2.x + b2 * ps2.y; + var c1 = a1 * ps1.x + b1 * ps1.y; + var invdelta = 1 / delta; + return new PIXIPoint((b2 * c1 - b1 * c2) * invdelta, (a1 * c2 - a2 * c1) * invdelta); + } + + public static PointInPIXIRectangle(p: PIXIPoint, rect: PIXIRectangle): boolean { + if (p.x < rect.left - this.EPSILON) + return false; + if (p.x > rect.right + this.EPSILON) + return false; + if (p.y < rect.top - this.EPSILON) + return false; + if (p.y > rect.bottom + this.EPSILON) + return false; + + return true; + } + + public static LinePIXIRectangleIntersection(lineFrom: PIXIPoint, lineTo: PIXIPoint, rect: PIXIRectangle): Array<PIXIPoint> { + var r1 = new PIXIPoint(rect.left, rect.top); + var r2 = new PIXIPoint(rect.right, rect.top); + var r3 = new PIXIPoint(rect.right, rect.bottom); + var r4 = new PIXIPoint(rect.left, rect.bottom); + var ret = new Array<PIXIPoint>(); + var dist = this.Dist(lineFrom, lineTo) + var inter = this.LineSegmentIntersection(lineFrom, lineTo, r1, r2); + if (inter != null && this.PointInPIXIRectangle(inter, rect) && + this.Dist(inter, lineFrom) < dist && this.Dist(inter, lineTo) < dist) + ret.push(inter); + inter = this.LineSegmentIntersection(lineFrom, lineTo, r2, r3); + if (inter != null && this.PointInPIXIRectangle(inter, rect) && + this.Dist(inter, lineFrom) < dist && this.Dist(inter, lineTo) < dist) + ret.push(inter); + inter = this.LineSegmentIntersection(lineFrom, lineTo, r3, r4); + if (inter != null && this.PointInPIXIRectangle(inter, rect) && + this.Dist(inter, lineFrom) < dist && this.Dist(inter, lineTo) < dist) + ret.push(inter); + inter = this.LineSegmentIntersection(lineFrom, lineTo, r4, r1); + if (inter != null && this.PointInPIXIRectangle(inter, rect) && + this.Dist(inter, lineFrom) < dist && this.Dist(inter, lineTo) < dist) + ret.push(inter); + return ret; + } + + public static Intersection(rect1: PIXIRectangle, rect2: PIXIRectangle): PIXIRectangle { + const left = Math.max(rect1.x, rect2.x); + const right = Math.min(rect1.x + rect1.width, rect2.x + rect2.width); + const top = Math.max(rect1.y, rect2.y); + const bottom = Math.min(rect1.y + rect1.height, rect2.y + rect2.height); + return new PIXIRectangle(left, top, right - left, bottom - top); + } + + public static Dist(p1: PIXIPoint, p2: PIXIPoint): number { + return Math.sqrt(MathUtil.DistSquared(p1, p2)); + } + + public static Dot(p1: PIXIPoint, p2: PIXIPoint): number { + return p1.x * p2.x + p1.y * p2.y + } + + public static Normalize(p1: PIXIPoint) { + var d = this.Length(p1); + return new PIXIPoint(p1.x / d, p1.y / d); + } + + public static Length(p1: PIXIPoint): number { + return Math.sqrt(p1.x * p1.x + p1.y * p1.y); + } + + public static DistSquared(p1: PIXIPoint, p2: PIXIPoint): number { + const a = p1.x - p2.x; + const b = p1.y - p2.y; + return (a * a + b * b) + } + + public static RectIntersectsRect(r1: PIXIRectangle, r2: PIXIRectangle): boolean { + return !(r2.x > r1.x + r1.width || + r2.x + r2.width < r1.x || + r2.y > r1.y + r1.height || + r2.y + r2.height < r1.y); + } + + public static ArgMin(temp: number[]): number { + let index = 0; + let value = temp[0]; + for (let i = 1; i < temp.length; i++) { + if (temp[i] < value) { + value = temp[i]; + index = i; + } + } + return index; + } + + public static ArgMax(temp: number[]): number { + let index = 0; + let value = temp[0]; + for (let i = 1; i < temp.length; i++) { + if (temp[i] > value) { + value = temp[i]; + index = i; + } + } + return index; + } + + public static Combinations<T>(chars: T[]) { + let result = new Array<T>(); + let f = (prefix: any, chars: any) => { + for (let i = 0; i < chars.length; i++) { + result.push(prefix.concat(chars[i])); + f(prefix.concat(chars[i]), chars.slice(i + 1)); + } + }; + f([], chars); + return result; + } +}
\ No newline at end of file diff --git a/src/client/northstar/utils/PartialClass.ts b/src/client/northstar/utils/PartialClass.ts new file mode 100644 index 000000000..2f20de96f --- /dev/null +++ b/src/client/northstar/utils/PartialClass.ts @@ -0,0 +1,7 @@ + +export class PartialClass<T> { + + constructor(data?: Partial<T>) { + Object.assign(this, data); + } +}
\ No newline at end of file diff --git a/src/client/northstar/utils/SizeConverter.ts b/src/client/northstar/utils/SizeConverter.ts new file mode 100644 index 000000000..bb91ed4a7 --- /dev/null +++ b/src/client/northstar/utils/SizeConverter.ts @@ -0,0 +1,99 @@ +import { PIXIPoint } from "./MathUtil"; +import { VisualBinRange } from "../model/binRanges/VisualBinRange"; +import { Bin, DoubleValueAggregateResult, AggregateKey } from "../model/idea/idea"; +import { ModelHelpers } from "../model/ModelHelpers"; +import { observable, action, computed } from "mobx"; + +export class SizeConverter { + public DataMins: Array<number> = new Array<number>(2); + public DataMaxs: Array<number> = new Array<number>(2); + public DataRanges: Array<number> = new Array<number>(2); + public MaxLabelSizes: Array<PIXIPoint> = new Array<PIXIPoint>(2); + public RenderDimension: number = 300; + + @observable _leftOffset: number = 40; + @observable _rightOffset: number = 20; + @observable _topOffset: number = 20; + @observable _bottomOffset: number = 45; + @observable _labelAngle: number = 0; + @observable _isSmall: boolean = false; + @observable public Initialized = 0; + + @action public SetIsSmall(isSmall: boolean) { this._isSmall = isSmall; } + @action public SetLabelAngle(angle: number) { this._labelAngle = angle; } + @computed public get IsSmall() { return this._isSmall; } + @computed public get LabelAngle() { return this._labelAngle; } + @computed public get LeftOffset() { return this.IsSmall ? 5 : this._leftOffset; } + @computed public get RightOffset() { return this.IsSmall ? 5 : !this._labelAngle ? this._bottomOffset : Math.max(this._rightOffset, Math.cos(this._labelAngle) * (this.MaxLabelSizes[0].x + 18)); } + @computed public get TopOffset() { return this.IsSmall ? 5 : this._topOffset; } + @computed public get BottomOffset() { return this.IsSmall ? 25 : !this._labelAngle ? this._bottomOffset : Math.max(this._bottomOffset, Math.sin(this._labelAngle) * (this.MaxLabelSizes[0].x + 18)) + 18; } + + public SetVisualBinRanges(visualBinRanges: Array<VisualBinRange>) { + this.Initialized++; + var xLabels = visualBinRanges[0].GetLabels(); + var yLabels = visualBinRanges[1].GetLabels(); + var xLabelStrings = xLabels.map(l => l.label!).sort(function (a, b) { return b.length - a.length }); + var yLabelStrings = yLabels.map(l => l.label!).sort(function (a, b) { return b.length - a.length }); + + var metricsX = { width: 75 }; // RenderUtils.MeasureText(FontStyles.Default.fontFamily.toString(), 12, // FontStyles.AxisLabel.fontSize as number, + //xLabelStrings[0]!.slice(0, 20)) // StyleConstants.MAX_CHAR_FOR_HISTOGRAM_LABELS)); + var metricsY = { width: 22 }; // RenderUtils.MeasureText(FontStyles.Default.fontFamily.toString(), 12, // FontStyles.AxisLabel.fontSize as number, + // yLabelStrings[0]!.slice(0, 20)); // StyleConstants.MAX_CHAR_FOR_HISTOGRAM_LABELS)); + this.MaxLabelSizes[0] = new PIXIPoint(metricsX.width, 12);// FontStyles.AxisLabel.fontSize as number); + this.MaxLabelSizes[1] = new PIXIPoint(metricsY.width, 12); // FontStyles.AxisLabel.fontSize as number); + + this._leftOffset = Math.max(10, metricsY.width + 10 + 20); + + this.DataMins[0] = xLabels.map(l => l.minValue!).reduce((m, c) => Math.min(m, c), Number.MAX_VALUE); + this.DataMins[1] = yLabels.map(l => l.minValue!).reduce((m, c) => Math.min(m, c), Number.MAX_VALUE); + this.DataMaxs[0] = xLabels.map(l => l.maxValue!).reduce((m, c) => Math.max(m, c), Number.MIN_VALUE); + this.DataMaxs[1] = yLabels.map(l => l.maxValue!).reduce((m, c) => Math.max(m, c), Number.MIN_VALUE); + + this.DataRanges[0] = this.DataMaxs[0] - this.DataMins[0]; + this.DataRanges[1] = this.DataMaxs[1] - this.DataMins[1]; + } + + public DataToScreenNormalizedRange(dataValue: number, normalization: number, axis: number, binBrushMaxAxis: number) { + var value = normalization != 1 - axis || binBrushMaxAxis == 0 ? dataValue : (dataValue - 0) / (binBrushMaxAxis - 0) * this.DataRanges[axis]; + var from = this.DataToScreenCoord(Math.min(0, value), axis); + var to = this.DataToScreenCoord(Math.max(0, value), axis); + return [from, value, to]; + } + + public DataToScreenPointRange(axis: number, bin: Bin, aggregateKey: AggregateKey) { + var value = ModelHelpers.GetAggregateResult(bin, aggregateKey) as DoubleValueAggregateResult; + if (value && value.hasResult) + return [this.DataToScreenCoord(value.result!, axis) - 5, + this.DataToScreenCoord(value.result!, axis) + 5]; + return [undefined, undefined]; + } + + public DataToScreenXAxisRange(visualBinRanges: VisualBinRange[], index: number, bin: Bin) { + var value = visualBinRanges[0].GetValueFromIndex(bin.binIndex!.indices![index]); + return [this.DataToScreenX(value), this.DataToScreenX(visualBinRanges[index].AddStep(value))] + } + public DataToScreenYAxisRange(visualBinRanges: VisualBinRange[], index: number, bin: Bin) { + var value = visualBinRanges[1].GetValueFromIndex(bin.binIndex!.indices![index]); + return [this.DataToScreenY(value), this.DataToScreenY(visualBinRanges[index].AddStep(value))] + } + + public DataToScreenX(x: number): number { + return ((x - this.DataMins[0]) / this.DataRanges[0]) * this.RenderDimension; + } + public DataToScreenY(y: number, flip: boolean = true) { + var retY = ((y - this.DataMins[1]) / this.DataRanges[1]) * this.RenderDimension; + return flip ? (this.RenderDimension) - retY : retY; + } + public DataToScreenCoord(v: number, axis: number) { + if (axis == 0) + return this.DataToScreenX(v); + return this.DataToScreenY(v); + } + public DataToScreenRange(minVal: number, maxVal: number, axis: number) { + let xFrom = this.DataToScreenX(axis === 0 ? minVal : this.DataMins[0]); + let xTo = this.DataToScreenX(axis === 0 ? maxVal : this.DataMaxs[0]); + let yFrom = this.DataToScreenY(axis === 1 ? minVal : this.DataMins[1]); + let yTo = this.DataToScreenY(axis === 1 ? maxVal : this.DataMaxs[1]); + return { xFrom, yFrom, xTo, yTo } + } +}
\ No newline at end of file diff --git a/src/client/northstar/utils/StyleContants.ts b/src/client/northstar/utils/StyleContants.ts new file mode 100644 index 000000000..ac8617e3b --- /dev/null +++ b/src/client/northstar/utils/StyleContants.ts @@ -0,0 +1,95 @@ +import { PIXIPoint } from "./MathUtil"; + +export class StyleConstants { + + static DEFAULT_FONT: string = "Roboto Condensed"; + + static MENU_SUBMENU_WIDTH: number = 85; + static MENU_SUBMENU_HEIGHT: number = 400; + static MENU_BOX_SIZE: PIXIPoint = new PIXIPoint(80, 35); + static MENU_BOX_PADDING: number = 10; + + static OPERATOR_MENU_LARGE: number = 35; + static OPERATOR_MENU_SMALL: number = 25; + static BRUSH_PALETTE: number[] = [0x42b43c, 0xfa217f, 0x6a9c75, 0xfb5de7, 0x25b8ea, 0x9b5bc4, 0xda9f63, 0xe23209, 0xfb899b, 0x94a6fd] + static GAP: number = 3; + + static BACKGROUND_COLOR: number = 0xF3F3F3; + static TOOL_TIP_BACKGROUND_COLOR: number = 0xffffff; + static LIGHT_TEXT_COLOR: number = 0xffffff; + static LIGHT_TEXT_COLOR_STR: string = StyleConstants.HexToHexString(StyleConstants.LIGHT_TEXT_COLOR); + static DARK_TEXT_COLOR: number = 0x282828; + static HIGHLIGHT_TEXT_COLOR: number = 0xffcc00; + static FPS_TEXT_COLOR: number = StyleConstants.DARK_TEXT_COLOR; + static CORRELATION_LABEL_TEXT_COLOR_STR: string = StyleConstants.HexToHexString(StyleConstants.DARK_TEXT_COLOR); + static LOADING_SCREEN_TEXT_COLOR_STR: string = StyleConstants.HexToHexString(StyleConstants.DARK_TEXT_COLOR); + static ERROR_COLOR: number = 0x540E25; + static WARNING_COLOR: number = 0xE58F24; + static LOWER_THAN_NAIVE_COLOR: number = 0xee0000; + static HIGHLIGHT_COLOR: number = 0x82A8D9; + static HIGHLIGHT_COLOR_STR: string = StyleConstants.HexToHexString(StyleConstants.HIGHLIGHT_COLOR); + static OPERATOR_BACKGROUND_COLOR: number = 0x282828; + static LOADING_ANIMATION_COLOR: number = StyleConstants.OPERATOR_BACKGROUND_COLOR; + static MENU_COLOR: number = 0x282828; + static MENU_FONT_COLOR: number = StyleConstants.LIGHT_TEXT_COLOR; + static MENU_SELECTED_COLOR: number = StyleConstants.HIGHLIGHT_COLOR; + static MENU_SELECTED_FONT_COLOR: number = StyleConstants.LIGHT_TEXT_COLOR; + static BRUSH_COLOR: number = 0xff0000; + static DROP_ACCEPT_COLOR: number = StyleConstants.HIGHLIGHT_COLOR; + static SELECTED_COLOR: number = 0xffffff; + static SELECTED_COLOR_STR: string = StyleConstants.HexToHexString(StyleConstants.SELECTED_COLOR); + static PROGRESS_BACKGROUND_COLOR: number = 0x595959; + static GRID_LINES_COLOR: number = 0x3D3D3D; + static GRID_LINES_COLOR_STR: string = StyleConstants.HexToHexString(StyleConstants.GRID_LINES_COLOR); + + static MAX_CHAR_FOR_HISTOGRAM_LABELS: number = 20; + + static OVERLAP_COLOR: number = 0x0000ff;//0x540E25; + static BRUSH_COLORS: Array<number> = new Array<number>( + 0xFFDA7E, 0xFE8F65, 0xDA5655, 0x8F2240 + ); + + static MIN_VALUE_COLOR: number = 0x373d43; //32343d, 373d43, 3b4648 + static MARGIN_BARS_COLOR: number = 0xffffff; + static MARGIN_BARS_COLOR_STR: string = StyleConstants.HexToHexString(StyleConstants.MARGIN_BARS_COLOR); + + static HISTOGRAM_WIDTH: number = 200; + static HISTOGRAM_HEIGHT: number = 150; + static PREDICTOR_WIDTH: number = 150; + static PREDICTOR_HEIGHT: number = 100; + static RAWDATA_WIDTH: number = 150; + static RAWDATA_HEIGHT: number = 100; + static FREQUENT_ITEM_WIDTH: number = 180; + static FREQUENT_ITEM_HEIGHT: number = 100; + static CORRELATION_WIDTH: number = 555; + static CORRELATION_HEIGHT: number = 390; + static PROBLEM_FINDER_WIDTH: number = 450; + static PROBLEM_FINDER_HEIGHT: number = 150; + static PIPELINE_OPERATOR_WIDTH: number = 300; + static PIPELINE_OPERATOR_HEIGHT: number = 120; + static SLICE_WIDTH: number = 150; + static SLICE_HEIGHT: number = 45; + static BORDER_MENU_ITEM_WIDTH: number = 50; + static BORDER_MENU_ITEM_HEIGHT: number = 30; + + + static SLICE_BG_COLOR: string = StyleConstants.HexToHexString(StyleConstants.OPERATOR_BACKGROUND_COLOR); + static SLICE_EMPTY_COLOR: number = StyleConstants.OPERATOR_BACKGROUND_COLOR; + static SLICE_OCCUPIED_COLOR: number = 0xffffff; + static SLICE_OCCUPIED_BG_COLOR: string = StyleConstants.HexToHexString(StyleConstants.OPERATOR_BACKGROUND_COLOR); + static SLICE_HOVER_BG_COLOR: string = StyleConstants.HexToHexString(StyleConstants.HIGHLIGHT_COLOR); + static SLICE_HOVER_COLOR: number = 0xffffff; + + static HexToHexString(hex: number): string { + if (hex === undefined) { + return "#000000"; + } + var s = hex.toString(16); + while (s.length < 6) { + s = "0" + s; + } + return "#" + s; + } + + +} diff --git a/src/client/northstar/utils/Utils.ts b/src/client/northstar/utils/Utils.ts new file mode 100644 index 000000000..b35dce820 --- /dev/null +++ b/src/client/northstar/utils/Utils.ts @@ -0,0 +1,75 @@ +import { IBaseBrushable } from '../core/brusher/IBaseBrushable' +import { IBaseFilterConsumer } from '../core/filter/IBaseFilterConsumer' +import { IBaseFilterProvider } from '../core/filter/IBaseFilterProvider' +import { AggregateFunction } from '../model/idea/idea' + +export class Utils { + + public static EqualityHelper(a: Object, b: Object): boolean { + if (a === b) return true; + if (a === undefined && b !== undefined) return false; + if (a === null && b !== null) return false; + if (b === undefined && a !== undefined) return false; + if (b === null && a !== null) return false; + if ((<any>a).constructor.name !== (<any>b).constructor.name) return false; + return true; + } + + public static LowercaseFirstLetter(str: string) { + return str.charAt(0).toUpperCase() + str.slice(1); + } + + // + // this Type Guard tests if dropTarget is an IDropTarget. If it is, it coerces the compiler + // to treat the dropTarget parameter as an IDropTarget *ouside* this function scope (ie, in + // the scope of where this function is called from). + // + + public static isBaseBrushable<T>(obj: Object): obj is IBaseBrushable<T> { + let typed = <IBaseBrushable<T>>obj; + return typed != null && typed.BrusherModels !== undefined; + } + + public static isBaseFilterProvider(obj: Object): obj is IBaseFilterProvider { + let typed = <IBaseFilterProvider>obj; + return typed != null && typed.FilterModels !== undefined; + } + + public static isBaseFilterConsumer(obj: Object): obj is IBaseFilterConsumer { + let typed = <IBaseFilterConsumer>obj; + return typed != null && typed.FilterOperand !== undefined; + } + + public static EncodeQueryData(data: any): string { + const ret = []; + for (let d in data) { + ret.push(encodeURIComponent(d) + "=" + encodeURIComponent(data[d])); + } + return ret.join("&"); + } + + public static ToVegaAggregationString(agg: AggregateFunction): string { + if (agg === AggregateFunction.Avg) { + return "average"; + } + else if (agg === AggregateFunction.Count) { + return "count"; + } + else { + return ""; + } + } + + public static GetQueryVariable(variable: string) { + let query = window.location.search.substring(1); + let vars = query.split("&"); + for (let i = 0; i < vars.length; i++) { + let pair = vars[i].split("="); + if (decodeURIComponent(pair[0]) == variable) { + return decodeURIComponent(pair[1]); + } + } + return undefined; + } +} + |
