我开始调查这个问题,这个问题在 iOS 9.2 SDK 中得到了部分解决。
然而,经过进一步调查,我意识到这个框架仍然没有按预期工作。
总之,aGKGraph
可以用节点(GKGraphNode
及其子类)构建,在这些节点之间可以计算寻路成本和路径。AGKGraphNode2D
只是一个GKGraphNode
位于二维网格上并将其坐标封装在二维网格中的 a。GKGraphNode
可以被子类化,并且方法costToNode(_:)
和estimatedCostToNode(_:)
可以被覆盖以提供节点之间的成本。将这些自定义节点添加到图形后,图形应使用这些方法来确定连接节点之间的最低成本路径。
我正在构建我将调用的节点GeometricNode
,其中节点之间的成本只是两个节点之间的距离(在二维坐标空间中)。节点连接到 2D 空间中的所有邻居,包括对角线邻居。即,特定节点的上方、下方、左侧和右侧的相邻节点相距一段距离1
,而对角相邻的节点相距一段sqrt(2) ~ 1.414
距离。这些成本在被覆盖的方法costToNode(_:)
和中计算estimatedCostToNode(_:)
。
不幸的是,即使正确设置了这些连接,并且适当地计算了成本,GKGraph
在调用时并不总是计算正确的路径findPathFromNode(_:toNode:)
。
代码(示例项目)
@import UIKit;
@import Foundation;
@import GameplayKit;
@interface GeometricNode : GKGraphNode2D
@end
@implementation GeometricNode
- (float)estimatedCostToNode:(GKGraphNode *)node {
NSAssert(([node isKindOfClass:[GeometricNode class]]), @"Must Use GeometricNode");
return [self geometricDistanceToNode:(GeometricNode *)node];
}
- (float)costToNode:(GKGraphNode *)node {
NSAssert(([node isKindOfClass:[GeometricNode class]]), @"Must Use GeometricNode");
return [self geometricDistanceToNode:(GeometricNode *)node];
}
- (CGFloat)geometricDistanceToNode:(GeometricNode *)node {
return sqrtf( powf(self.position[0] - node.position[0], 2) + powf(self.position[1] - node.position[1], 2) );
}
@end
和失败的测试:
@import XCTest;
#import "GeometricNode.h"
@interface Graph_Node_TestTests : XCTestCase
@property (nonatomic, strong) GKGraph *graph;
@property (nonatomic, strong) NSArray <GeometricNode *>* nodes;
@end
@implementation Graph_Node_TestTests
- (void)setUp {
/*
This is the graph we are creating:
A---B---C
| X | X |
F---E---D
where all of the nodes are `GeometricNode` objects.
The nodes' cost to each other is determined by simple geometry, assuming
the nodes are spaced in a grid all one unit away from their top-left-bottom-right
neighbors. Diagonal nodes are spaced sqrt(2) ~ 1.414 away from one another.
*/
GeometricNode *nodeA = [[GeometricNode alloc] initWithPoint:(vector_float2){0, 0}];
GeometricNode *nodeB = [[GeometricNode alloc] initWithPoint:(vector_float2){1, 0}];
GeometricNode *nodeC = [[GeometricNode alloc] initWithPoint:(vector_float2){2, 0}];
GeometricNode *nodeD = [[GeometricNode alloc] initWithPoint:(vector_float2){2, 1}];
GeometricNode *nodeE = [[GeometricNode alloc] initWithPoint:(vector_float2){1, 1}];
GeometricNode *nodeF = [[GeometricNode alloc] initWithPoint:(vector_float2){0, 1}];
[nodeA addConnectionsToNodes:@[ nodeB, nodeF, nodeE ] bidirectional:YES];
[nodeC addConnectionsToNodes:@[ nodeB, nodeD, nodeE ] bidirectional:YES];
[nodeE addConnectionsToNodes:@[ nodeF, nodeD, nodeB ] bidirectional:YES];
[nodeB addConnectionsToNodes:@[ nodeF, nodeD ] bidirectional:YES];
self.nodes = @[ nodeA, nodeB, nodeC, nodeD, nodeE, nodeF ];
self.graph = [GKGraph graphWithNodes:self.nodes];
}
- (void)testNodeCosts {
/*
A---B---C
| X | X |
F---E---D
We would expect, for example, the path from A to C to be A-B-C, at a cost of
2, to be chosen over a path of A-E-C, at a cost of 2.828.
Instead, GKGraph chooses this latter incorrect path.
*/
GeometricNode *nodeA = self.nodes[0];
GeometricNode *nodeB = self.nodes[1];
GeometricNode *nodeC = self.nodes[2];
GeometricNode *nodeE = self.nodes[4];
XCTAssert([nodeA.connectedNodes containsObject:nodeB], @"Node A is connected to Node B");
XCTAssert([nodeB.connectedNodes containsObject:nodeC], @"Node B is connected to Node C");
XCTAssert([nodeA.connectedNodes containsObject:nodeE], @"Node A is connected to Node E");
XCTAssert([nodeE.connectedNodes containsObject:nodeC], @"Node E is connected to Node C");
XCTAssertEqualWithAccuracy([nodeA costToNode:nodeB], 1, 0.001, @"Cost from A-B should be 1");
XCTAssertEqualWithAccuracy([nodeB costToNode:nodeC], 1, 0.001, @"Cost from B-C should be 1");
XCTAssertEqualWithAccuracy([nodeA costToNode:nodeE], sqrt(2), 0.001, @"Cost from A-E should be sqrt(2) ~ 1.414");
XCTAssertEqualWithAccuracy([nodeE costToNode:nodeC], sqrt(2), 0.001, @"Cost from E-C should be sqrt(2) ~ 1.414");
// The actual path calculated by GKGraph, and the expected and actual (incorrect) paths
NSArray <GeometricNode *>* actualPath = [self.graph findPathFromNode:nodeA toNode:nodeC];
NSArray <GeometricNode *>* expectedPath = @[ nodeA, nodeB, nodeC ];
NSArray <GeometricNode *>* incorrectPath = @[ nodeA, nodeE, nodeC ];
// We would expect GKGraph to choose this lowest-cost path: A-B-C
CGFloat totalExpectedCost = [nodeA costToNode:nodeB] + [nodeB costToNode:nodeC];
XCTAssertEqualWithAccuracy(totalExpectedCost, 2, 0.001, @"Lowest cost path cost should be 2");
// GKGraph is actually choosing this more costly path: A-E-C
CGFloat totalIncorrectCost = [nodeA costToNode:nodeE] + [nodeE costToNode:nodeC];
CGFloat totalActualCost = 0;
for (NSInteger i = 0; i < actualPath.count - 1; i++) {
totalActualCost += [((GeometricNode *)actualPath[i]) costToNode:actualPath[i + 1]];
}
XCTAssert([actualPath isEqualToArray:expectedPath], @"Actual found path should be equal to A-B-C");
XCTAssert(![actualPath isEqualToArray:incorrectPath], @"Actual found path should not be equal to A-E-C");
XCTAssertGreaterThan(totalIncorrectCost, totalActualCost);
XCTAssertLessThanOrEqual(totalActualCost, totalExpectedCost);
}
@end