| /* | 
 | * Licensed to the Apache Software Foundation (ASF) under one | 
 | * or more contributor license agreements.  See the NOTICE file | 
 | * distributed with this work for additional information | 
 | * regarding copyright ownership.  The ASF licenses this file | 
 | * to you under the Apache License, Version 2.0 (the | 
 | * "License"); you may not use this file except in compliance | 
 | * with the License.  You may obtain a copy of the License at | 
 | * | 
 | *   http://www.apache.org/licenses/LICENSE-2.0 | 
 | * | 
 | * Unless required by applicable law or agreed to in writing, | 
 | * software distributed under the License is distributed on an | 
 | * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | 
 | * KIND, either express or implied.  See the License for the | 
 | * specific language governing permissions and limitations | 
 | * under the License. | 
 | */ | 
 |  | 
 | import * as layout from '../../util/layout'; | 
 | import * as zrUtil from 'zrender/src/core/util'; | 
 | import {groupData} from '../../util/model'; | 
 | import ExtensionAPI from '../../core/ExtensionAPI'; | 
 | import SankeySeriesModel, { SankeySeriesOption, SankeyNodeItemOption } from './SankeySeries'; | 
 | import { GraphNode, GraphEdge } from '../../data/Graph'; | 
 | import { LayoutOrient } from '../../util/types'; | 
 | import GlobalModel from '../../model/Global'; | 
 |  | 
 | export default function sankeyLayout(ecModel: GlobalModel, api: ExtensionAPI) { | 
 |  | 
 |     ecModel.eachSeriesByType('sankey', function (seriesModel: SankeySeriesModel) { | 
 |  | 
 |         const nodeWidth = seriesModel.get('nodeWidth'); | 
 |         const nodeGap = seriesModel.get('nodeGap'); | 
 |  | 
 |         const layoutInfo = getViewRect(seriesModel, api); | 
 |  | 
 |         seriesModel.layoutInfo = layoutInfo; | 
 |  | 
 |         const width = layoutInfo.width; | 
 |         const height = layoutInfo.height; | 
 |  | 
 |         const graph = seriesModel.getGraph(); | 
 |  | 
 |         const nodes = graph.nodes; | 
 |         const edges = graph.edges; | 
 |  | 
 |         computeNodeValues(nodes); | 
 |  | 
 |         const filteredNodes = zrUtil.filter(nodes, function (node) { | 
 |             return node.getLayout().value === 0; | 
 |         }); | 
 |  | 
 |         const iterations = filteredNodes.length !== 0 ? 0 : seriesModel.get('layoutIterations'); | 
 |  | 
 |         const orient = seriesModel.get('orient'); | 
 |  | 
 |         const nodeAlign = seriesModel.get('nodeAlign'); | 
 |  | 
 |         layoutSankey(nodes, edges, nodeWidth, nodeGap, width, height, iterations, orient, nodeAlign); | 
 |     }); | 
 | } | 
 |  | 
 | /** | 
 |  * Get the layout position of the whole view | 
 |  */ | 
 | function getViewRect(seriesModel: SankeySeriesModel, api: ExtensionAPI) { | 
 |     return layout.getLayoutRect( | 
 |         seriesModel.getBoxLayoutParams(), { | 
 |             width: api.getWidth(), | 
 |             height: api.getHeight() | 
 |         } | 
 |     ); | 
 | } | 
 |  | 
 | function layoutSankey( | 
 |     nodes: GraphNode[], | 
 |     edges: GraphEdge[], | 
 |     nodeWidth: number, | 
 |     nodeGap: number, | 
 |     width: number, | 
 |     height: number, | 
 |     iterations: number, | 
 |     orient: LayoutOrient, | 
 |     nodeAlign: SankeySeriesOption['nodeAlign'] | 
 | ) { | 
 |     computeNodeBreadths(nodes, edges, nodeWidth, width, height, orient, nodeAlign); | 
 |     computeNodeDepths(nodes, edges, height, width, nodeGap, iterations, orient); | 
 |     computeEdgeDepths(nodes, orient); | 
 | } | 
 |  | 
 | /** | 
 |  * Compute the value of each node by summing the associated edge's value | 
 |  */ | 
 | function computeNodeValues(nodes: GraphNode[]) { | 
 |     zrUtil.each(nodes, function (node) { | 
 |         const value1 = sum(node.outEdges, getEdgeValue); | 
 |         const value2 = sum(node.inEdges, getEdgeValue); | 
 |         const nodeRawValue = node.getValue() as number || 0; | 
 |         const value = Math.max(value1, value2, nodeRawValue); | 
 |         node.setLayout({value: value}, true); | 
 |     }); | 
 | } | 
 |  | 
 | /** | 
 |  * Compute the x-position for each node. | 
 |  * | 
 |  * Here we use Kahn algorithm to detect cycle when we traverse | 
 |  * the node to computer the initial x position. | 
 |  */ | 
 | function computeNodeBreadths( | 
 |     nodes: GraphNode[], | 
 |     edges: GraphEdge[], | 
 |     nodeWidth: number, | 
 |     width: number, | 
 |     height: number, | 
 |     orient: LayoutOrient, | 
 |     nodeAlign: SankeySeriesOption['nodeAlign'] | 
 | ) { | 
 |     // Used to mark whether the edge is deleted. if it is deleted, | 
 |     // the value is 0, otherwise it is 1. | 
 |     const remainEdges = []; | 
 |     // Storage each node's indegree. | 
 |     const indegreeArr = []; | 
 |     // Used to storage the node with indegree is equal to 0. | 
 |     let zeroIndegrees: GraphNode[] = []; | 
 |     let nextTargetNode: GraphNode[] = []; | 
 |     let x = 0; | 
 |     // let kx = 0; | 
 |  | 
 |     for (let i = 0; i < edges.length; i++) { | 
 |         remainEdges[i] = 1; | 
 |     } | 
 |     for (let i = 0; i < nodes.length; i++) { | 
 |         indegreeArr[i] = nodes[i].inEdges.length; | 
 |         if (indegreeArr[i] === 0) { | 
 |             zeroIndegrees.push(nodes[i]); | 
 |         } | 
 |     } | 
 |     let maxNodeDepth = -1; | 
 |     // Traversing nodes using topological sorting to calculate the | 
 |     // horizontal(if orient === 'horizontal') or vertical(if orient === 'vertical') | 
 |     // position of the nodes. | 
 |     while (zeroIndegrees.length) { | 
 |         for (let idx = 0; idx < zeroIndegrees.length; idx++) { | 
 |             const node = zeroIndegrees[idx]; | 
 |             const item = node.hostGraph.data.getRawDataItem(node.dataIndex) as SankeyNodeItemOption; | 
 |             const isItemDepth = item.depth != null && item.depth >= 0; | 
 |             if (isItemDepth && item.depth > maxNodeDepth) { | 
 |                 maxNodeDepth = item.depth; | 
 |             } | 
 |             node.setLayout({depth: isItemDepth ? item.depth : x}, true); | 
 |             orient === 'vertical' | 
 |                 ? node.setLayout({dy: nodeWidth}, true) | 
 |                 : node.setLayout({dx: nodeWidth}, true); | 
 |  | 
 |             for (let edgeIdx = 0; edgeIdx < node.outEdges.length; edgeIdx++) { | 
 |                 const edge = node.outEdges[edgeIdx]; | 
 |                 const indexEdge = edges.indexOf(edge); | 
 |                 remainEdges[indexEdge] = 0; | 
 |                 const targetNode = edge.node2; | 
 |                 const nodeIndex = nodes.indexOf(targetNode); | 
 |                 if (--indegreeArr[nodeIndex] === 0 && nextTargetNode.indexOf(targetNode) < 0) { | 
 |                     nextTargetNode.push(targetNode); | 
 |                 } | 
 |             } | 
 |         } | 
 |         ++x; | 
 |         zeroIndegrees = nextTargetNode; | 
 |         nextTargetNode = []; | 
 |     } | 
 |  | 
 |     for (let i = 0; i < remainEdges.length; i++) { | 
 |         if (remainEdges[i] === 1) { | 
 |             throw new Error('Sankey is a DAG, the original data has cycle!'); | 
 |         } | 
 |     } | 
 |  | 
 |     const maxDepth = maxNodeDepth > x - 1 ? maxNodeDepth : x - 1; | 
 |     if (nodeAlign && nodeAlign !== 'left') { | 
 |         adjustNodeWithNodeAlign(nodes, nodeAlign, orient, maxDepth); | 
 |     } | 
 |     const kx = orient === 'vertical' | 
 |         ? (height - nodeWidth) / maxDepth | 
 |         : (width - nodeWidth) / maxDepth; | 
 |  | 
 |     scaleNodeBreadths(nodes, kx, orient); | 
 | } | 
 |  | 
 | function isNodeDepth(node: GraphNode) { | 
 |     const item = node.hostGraph.data.getRawDataItem(node.dataIndex) as SankeyNodeItemOption; | 
 |     return item.depth != null && item.depth >= 0; | 
 | } | 
 |  | 
 | function adjustNodeWithNodeAlign( | 
 |     nodes: GraphNode[], | 
 |     nodeAlign: SankeySeriesOption['nodeAlign'], | 
 |     orient: LayoutOrient, | 
 |     maxDepth: number | 
 | ) { | 
 |     if (nodeAlign === 'right') { | 
 |         let nextSourceNode: GraphNode[] = []; | 
 |         let remainNodes = nodes; | 
 |         let nodeHeight = 0; | 
 |         while (remainNodes.length) { | 
 |             for (let i = 0; i < remainNodes.length; i++) { | 
 |                 const node = remainNodes[i]; | 
 |                 node.setLayout({skNodeHeight: nodeHeight}, true); | 
 |                 for (let j = 0; j < node.inEdges.length; j++) { | 
 |                     const edge = node.inEdges[j]; | 
 |                     if (nextSourceNode.indexOf(edge.node1) < 0) { | 
 |                         nextSourceNode.push(edge.node1); | 
 |                     } | 
 |                 } | 
 |             } | 
 |             remainNodes = nextSourceNode; | 
 |             nextSourceNode = []; | 
 |             ++nodeHeight; | 
 |         } | 
 |  | 
 |         zrUtil.each(nodes, function (node) { | 
 |             if (!isNodeDepth(node)) { | 
 |                 node.setLayout({depth: Math.max(0, maxDepth - node.getLayout().skNodeHeight)}, true); | 
 |             } | 
 |         }); | 
 |     } | 
 |     else if (nodeAlign === 'justify') { | 
 |         moveSinksRight(nodes, maxDepth); | 
 |     } | 
 | } | 
 |  | 
 | /** | 
 |  * All the node without outEgdes are assigned maximum x-position and | 
 |  *     be aligned in the last column. | 
 |  * | 
 |  * @param nodes.  node of sankey view. | 
 |  * @param maxDepth.  use to assign to node without outEdges as x-position. | 
 |  */ | 
 | function moveSinksRight(nodes: GraphNode[], maxDepth: number) { | 
 |     zrUtil.each(nodes, function (node) { | 
 |         if (!isNodeDepth(node) && !node.outEdges.length) { | 
 |             node.setLayout({depth: maxDepth}, true); | 
 |         } | 
 |     }); | 
 | } | 
 |  | 
 | /** | 
 |  * Scale node x-position to the width | 
 |  * | 
 |  * @param nodes  node of sankey view | 
 |  * @param kx   multiple used to scale nodes | 
 |  */ | 
 | function scaleNodeBreadths(nodes: GraphNode[], kx: number, orient: LayoutOrient) { | 
 |     zrUtil.each(nodes, function (node) { | 
 |         const nodeDepth = node.getLayout().depth * kx; | 
 |         orient === 'vertical' | 
 |             ? node.setLayout({y: nodeDepth}, true) | 
 |             : node.setLayout({x: nodeDepth}, true); | 
 |     }); | 
 | } | 
 |  | 
 | /** | 
 |  * Using Gauss-Seidel iterations method to compute the node depth(y-position) | 
 |  * | 
 |  * @param nodes  node of sankey view | 
 |  * @param edges  edge of sankey view | 
 |  * @param height  the whole height of the area to draw the view | 
 |  * @param nodeGap  the vertical distance between two nodes | 
 |  *     in the same column. | 
 |  * @param iterations  the number of iterations for the algorithm | 
 |  */ | 
 | function computeNodeDepths( | 
 |     nodes: GraphNode[], | 
 |     edges: GraphEdge[], | 
 |     height: number, | 
 |     width: number, | 
 |     nodeGap: number, | 
 |     iterations: number, | 
 |     orient: LayoutOrient | 
 | ) { | 
 |     const nodesByBreadth = prepareNodesByBreadth(nodes, orient); | 
 |  | 
 |     initializeNodeDepth(nodesByBreadth, edges, height, width, nodeGap, orient); | 
 |     resolveCollisions(nodesByBreadth, nodeGap, height, width, orient); | 
 |  | 
 |     for (let alpha = 1; iterations > 0; iterations--) { | 
 |         // 0.99 is a experience parameter, ensure that each iterations of | 
 |         // changes as small as possible. | 
 |         alpha *= 0.99; | 
 |         relaxRightToLeft(nodesByBreadth, alpha, orient); | 
 |         resolveCollisions(nodesByBreadth, nodeGap, height, width, orient); | 
 |         relaxLeftToRight(nodesByBreadth, alpha, orient); | 
 |         resolveCollisions(nodesByBreadth, nodeGap, height, width, orient); | 
 |     } | 
 | } | 
 |  | 
 | function prepareNodesByBreadth(nodes: GraphNode[], orient: LayoutOrient) { | 
 |     const nodesByBreadth: GraphNode[][] = []; | 
 |     const keyAttr = orient === 'vertical' ? 'y' : 'x'; | 
 |  | 
 |     const groupResult = groupData(nodes, function (node) { | 
 |         return node.getLayout()[keyAttr] as number; | 
 |     }); | 
 |     groupResult.keys.sort(function (a, b) { | 
 |         return a - b; | 
 |     }); | 
 |     zrUtil.each(groupResult.keys, function (key) { | 
 |         nodesByBreadth.push(groupResult.buckets.get(key)); | 
 |     }); | 
 |  | 
 |     return nodesByBreadth; | 
 | } | 
 |  | 
 | /** | 
 |  * Compute the original y-position for each node | 
 |  */ | 
 | function initializeNodeDepth( | 
 |     nodesByBreadth: GraphNode[][], | 
 |     edges: GraphEdge[], | 
 |     height: number, | 
 |     width: number, | 
 |     nodeGap: number, | 
 |     orient: LayoutOrient | 
 | ) { | 
 |     let minKy = Infinity; | 
 |     zrUtil.each(nodesByBreadth, function (nodes) { | 
 |         const n = nodes.length; | 
 |         let sum = 0; | 
 |         zrUtil.each(nodes, function (node) { | 
 |             sum += node.getLayout().value; | 
 |         }); | 
 |         const ky = orient === 'vertical' | 
 |                     ? (width - (n - 1) * nodeGap) / sum | 
 |                     : (height - (n - 1) * nodeGap) / sum; | 
 |  | 
 |         if (ky < minKy) { | 
 |             minKy = ky; | 
 |         } | 
 |     }); | 
 |  | 
 |     zrUtil.each(nodesByBreadth, function (nodes) { | 
 |         zrUtil.each(nodes, function (node, i) { | 
 |             const nodeDy = node.getLayout().value * minKy; | 
 |             if (orient === 'vertical') { | 
 |                 node.setLayout({x: i}, true); | 
 |                 node.setLayout({dx: nodeDy}, true); | 
 |             } | 
 |             else { | 
 |                 node.setLayout({y: i}, true); | 
 |                 node.setLayout({dy: nodeDy}, true); | 
 |             } | 
 |         }); | 
 |     }); | 
 |  | 
 |     zrUtil.each(edges, function (edge) { | 
 |         const edgeDy = +edge.getValue() * minKy; | 
 |         edge.setLayout({dy: edgeDy}, true); | 
 |     }); | 
 | } | 
 |  | 
 | /** | 
 |  * Resolve the collision of initialized depth (y-position) | 
 |  */ | 
 | function resolveCollisions( | 
 |     nodesByBreadth: GraphNode[][], | 
 |     nodeGap: number, | 
 |     height: number, | 
 |     width: number, | 
 |     orient: LayoutOrient | 
 | ) { | 
 |     const keyAttr = orient === 'vertical' ? 'x' : 'y'; | 
 |     zrUtil.each(nodesByBreadth, function (nodes) { | 
 |         nodes.sort(function (a, b) { | 
 |             return a.getLayout()[keyAttr] - b.getLayout()[keyAttr]; | 
 |         }); | 
 |         let nodeX; | 
 |         let node; | 
 |         let dy; | 
 |         let y0 = 0; | 
 |         const n = nodes.length; | 
 |         const nodeDyAttr = orient === 'vertical' ? 'dx' : 'dy'; | 
 |         for (let i = 0; i < n; i++) { | 
 |             node = nodes[i]; | 
 |             dy = y0 - node.getLayout()[keyAttr]; | 
 |             if (dy > 0) { | 
 |                 nodeX = node.getLayout()[keyAttr] + dy; | 
 |                 orient === 'vertical' | 
 |                     ? node.setLayout({x: nodeX}, true) | 
 |                     : node.setLayout({y: nodeX}, true); | 
 |             } | 
 |             y0 = node.getLayout()[keyAttr] + node.getLayout()[nodeDyAttr] + nodeGap; | 
 |         } | 
 |         const viewWidth = orient === 'vertical' ? width : height; | 
 |         // If the bottommost node goes outside the bounds, push it back up | 
 |         dy = y0 - nodeGap - viewWidth; | 
 |         if (dy > 0) { | 
 |             nodeX = node.getLayout()[keyAttr] - dy; | 
 |             orient === 'vertical' | 
 |                 ? node.setLayout({x: nodeX}, true) | 
 |                 : node.setLayout({y: nodeX}, true); | 
 |  | 
 |             y0 = nodeX; | 
 |             for (let i = n - 2; i >= 0; --i) { | 
 |                 node = nodes[i]; | 
 |                 dy = node.getLayout()[keyAttr] + node.getLayout()[nodeDyAttr] + nodeGap - y0; | 
 |                 if (dy > 0) { | 
 |                     nodeX = node.getLayout()[keyAttr] - dy; | 
 |                     orient === 'vertical' | 
 |                         ? node.setLayout({x: nodeX}, true) | 
 |                         : node.setLayout({y: nodeX}, true); | 
 |                 } | 
 |                 y0 = node.getLayout()[keyAttr]; | 
 |             } | 
 |         } | 
 |     }); | 
 | } | 
 |  | 
 | /** | 
 |  * Change the y-position of the nodes, except most the right side nodes | 
 |  * @param nodesByBreadth | 
 |  * @param alpha  parameter used to adjust the nodes y-position | 
 |  */ | 
 | function relaxRightToLeft( | 
 |     nodesByBreadth: GraphNode[][], | 
 |     alpha: number, | 
 |     orient: LayoutOrient | 
 | ) { | 
 |     zrUtil.each(nodesByBreadth.slice().reverse(), function (nodes) { | 
 |         zrUtil.each(nodes, function (node) { | 
 |             if (node.outEdges.length) { | 
 |                 let y = sum(node.outEdges, weightedTarget, orient) | 
 |                     / sum(node.outEdges, getEdgeValue); | 
 |  | 
 |                 if (isNaN(y)) { | 
 |                     const len = node.outEdges.length; | 
 |                     y = len ? sum(node.outEdges, centerTarget, orient) / len : 0; | 
 |                 } | 
 |  | 
 |                 if (orient === 'vertical') { | 
 |                     const nodeX = node.getLayout().x + (y - center(node, orient)) * alpha; | 
 |                     node.setLayout({x: nodeX}, true); | 
 |                 } | 
 |                 else { | 
 |                     const nodeY = node.getLayout().y + (y - center(node, orient)) * alpha; | 
 |                     node.setLayout({y: nodeY}, true); | 
 |                 } | 
 |             } | 
 |         }); | 
 |     }); | 
 | } | 
 |  | 
 | function weightedTarget(edge: GraphEdge, orient: LayoutOrient) { | 
 |     return center(edge.node2, orient) * (edge.getValue() as number); | 
 | } | 
 | function centerTarget(edge: GraphEdge, orient: LayoutOrient) { | 
 |     return center(edge.node2, orient); | 
 | } | 
 |  | 
 | function weightedSource(edge: GraphEdge, orient: LayoutOrient) { | 
 |     return center(edge.node1, orient) * (edge.getValue() as number); | 
 | } | 
 | function centerSource(edge: GraphEdge, orient: LayoutOrient) { | 
 |     return center(edge.node1, orient); | 
 | } | 
 |  | 
 | function center(node: GraphNode, orient: LayoutOrient) { | 
 |     return orient === 'vertical' | 
 |             ? node.getLayout().x + node.getLayout().dx / 2 | 
 |             : node.getLayout().y + node.getLayout().dy / 2; | 
 | } | 
 |  | 
 | function getEdgeValue(edge: GraphEdge) { | 
 |     return edge.getValue() as number; | 
 | } | 
 |  | 
 | function sum<T>(array: T[], cb: (item: T, orient?: LayoutOrient) => number, orient?: LayoutOrient) { | 
 |     let sum = 0; | 
 |     const len = array.length; | 
 |     let i = -1; | 
 |     while (++i < len) { | 
 |         const value = +cb(array[i], orient); | 
 |         if (!isNaN(value)) { | 
 |             sum += value; | 
 |         } | 
 |     } | 
 |     return sum; | 
 | } | 
 |  | 
 | /** | 
 |  * Change the y-position of the nodes, except most the left side nodes | 
 |  */ | 
 | function relaxLeftToRight(nodesByBreadth: GraphNode[][], alpha: number, orient: LayoutOrient) { | 
 |     zrUtil.each(nodesByBreadth, function (nodes) { | 
 |         zrUtil.each(nodes, function (node) { | 
 |             if (node.inEdges.length) { | 
 |                 let y = sum(node.inEdges, weightedSource, orient) | 
 |                         / sum(node.inEdges, getEdgeValue); | 
 |  | 
 |                 if (isNaN(y)) { | 
 |                     const len = node.inEdges.length; | 
 |                     y = len ? sum(node.inEdges, centerSource, orient) / len : 0; | 
 |                 } | 
 |  | 
 |                 if (orient === 'vertical') { | 
 |                     const nodeX = node.getLayout().x + (y - center(node, orient)) * alpha; | 
 |                     node.setLayout({x: nodeX}, true); | 
 |                 } | 
 |                 else { | 
 |                     const nodeY = node.getLayout().y + (y - center(node, orient)) * alpha; | 
 |                     node.setLayout({y: nodeY}, true); | 
 |                 } | 
 |             } | 
 |         }); | 
 |     }); | 
 | } | 
 |  | 
 | /** | 
 |  * Compute the depth(y-position) of each edge | 
 |  */ | 
 | function computeEdgeDepths(nodes: GraphNode[], orient: LayoutOrient) { | 
 |     const keyAttr = orient === 'vertical' ? 'x' : 'y'; | 
 |     zrUtil.each(nodes, function (node) { | 
 |         node.outEdges.sort(function (a, b) { | 
 |             return a.node2.getLayout()[keyAttr] - b.node2.getLayout()[keyAttr]; | 
 |         }); | 
 |         node.inEdges.sort(function (a, b) { | 
 |             return a.node1.getLayout()[keyAttr] - b.node1.getLayout()[keyAttr]; | 
 |         }); | 
 |     }); | 
 |     zrUtil.each(nodes, function (node) { | 
 |         let sy = 0; | 
 |         let ty = 0; | 
 |         zrUtil.each(node.outEdges, function (edge) { | 
 |             edge.setLayout({sy: sy}, true); | 
 |             sy += edge.getLayout().dy; | 
 |         }); | 
 |         zrUtil.each(node.inEdges, function (edge) { | 
 |             edge.setLayout({ty: ty}, true); | 
 |             ty += edge.getLayout().dy; | 
 |         }); | 
 |     }); | 
 | } |