diff --git a/L0002_lingjian.csv b/L0002_lingjian.csv new file mode 100644 index 0000000..7eee51e --- /dev/null +++ b/L0002_lingjian.csv @@ -0,0 +1,315 @@ +下料批次号,零件号,数量,外轮廓,允许旋转角度,面料号 +L0002,s000001,1,"[[2000.0, 1000.0], [2004.3, 1000.1], [2030.9, 1000.5], [2050.4, 1000.9], [2070.0, 1001.4], [2088.9, 1002.1], [2098.9, 1002.7], [2108.9, 1003.4], [2155.1, 1007.6], [2170.4, 1009.3], [2180.4, 1010.5], [2194.8, 1012.2], [2197.3, 1012.5], [2202.7, 1013.3], [2210.5, 1014.5], [2226.1, 1017.0], [2241.8, 1019.5], [2249.7, 1020.5], [2257.5, 1021.3], [2259.2, 1021.4], [2268.1, 1021.9], [2277.0, 1022.0], [2287.0, 1022.0], [2297.0, 1021.6], [2306.9, 1020.8], [2307.7, 1020.8], [2318.3, 1019.7], [2329.0, 1018.3], [2339.7, 1016.6], [2352.2, 1014.5], [2364.8, 1012.1], [2371.8, 1010.6], [2378.8, 1009.2], [2385.6, 1007.7], [2392.2, 1006.4], [2395.5, 1005.7], [2398.8, 1005.1], [2402.5, 1004.4], [2404.5, 1004.0], [2406.6, 1003.6], [2407.9, 1007.9], [2409.5, 1012.3], [2411.1, 1015.7], [2413.0, 1018.9], 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+ +class Nester: + def __init__(self, container=None, shapes=None): + """Nester([container,shapes]): Creates a nester object with a container + shape and a list of other shapes to nest into it. Container and + shapes must be Part.Faces. + Typical workflow: + n = Nester() # creates the nester + n.add_container(object) # adds a doc object as the container + n.add_objects(objects) # adds a list of doc objects as shapes + n.run() # runs the nesting + n.show() # creates a preview (compound) of the results + """ + self.container = container # 承载组件的容器 + self.shapes = shapes # 组件信息 + self.shapes_max_length = 0 # 在一般无限长的布,设计一个布的尺寸 + self.results = list() # storage for the different results + self.nfp_cache = {} # 缓存中间计算结果 + # 遗传算法的参数 + self.config = { + 'curveTolerance': CURVETOLERANCE, # 允许的最大误差转换贝济耶和圆弧线段。在SVG的单位。更小的公差将需要更长的时间来计算 More Info: http://www.angusj.com/delphi/clipper/documentation/Docs/Units/ClipperLib/Functions/CleanPolygon.htm + 'spacing': SPACING, # 组件间的间隔 + 'containerspacing':CONTAINERSPACING, #容器边缘间隔,负数表示向里预留量 + 'rotations': ROTATIONS, # 旋转的颗粒度,360°的n份,如:4 = [0, 90 ,180, 270] + 'populationSize': POPULATION_SIZE, # 基因群数量 + 'mutationRate': MUTA_RATE, # 变异概率 + 'useHoles': False, # 是否有洞,暂时都是没有洞 + 'exploreConcave': False # 寻找凹面,暂时是否 + } + + self.GA = None # 遗传算法类 + self.best = None # 记录最佳结果 + self.worker = None # 根据NFP结果,计算每个图形的转移数据 + self.container_bounds = None # 容器的最小包络矩形作为输出图的坐标 + + def add_objects(self, objects): + """add_objects(objects): adds polygon objects to the nester""" + if not isinstance(objects, list): + objects = [objects] + if not self.shapes: + self.shapes = [] + + p_id = 0 + total_area = 0 + for k,obj in enumerate(objects): + + shape = { + 'area': 0, + 'p_id': p_id, + 'points': [{'x': p[0], 'y': p[1]} for p in obj], + } + + # Scaling shape + shape['points'] = self.scaling_polygon(shape['points'],SCALING_FACTOR) + + #clean + len1 = len(shape['points']) + shape['points'] = self.clean_polygon(shape['points']) + print('清理第%d个块料轮廓点变化:%d --> %d' %(k,len1,len(shape['points']))) + + # 带上间隔的points + shape['points_offset'] = self.clean_polygon(self.polygon_offset(shape['points'], self.config['spacing'])) + + # 确定多边形的线段方向 + area = nfp_utls.polygon_area(shape['points']) + shape['area'] = abs(area) + if area > 0: + shape['points'].reverse() + + # 图形的凸包 + convex_hull_points = qhull_2d.qhull2D([[point['x'],point['y']] for point in shape['points']]) + shape['convex_hull'] = self.clean_polygon([{'x':p[0], 'y':p[1]} for p in convex_hull_points]) + + # 图形是否为凸 + shape['is_convex'] = nfp_utls.is_convex(shape['points']) + + # 与凸包的面积比 + area_convex_hull = abs(nfp_utls.polygon_area(shape['convex_hull'])) + shape['area_to_convex_hull'] = round(shape['area']/area_convex_hull,4) + + + total_area += shape['area'] + self.shapes.append(shape) + + # 如果是一般布,需要这个尺寸 + #self.shapes_max_length = total_area / BIN_HEIGHT * 3 + + def add_container(self, container): + """add_container(object): adds a polygon objects as the container""" + if not self.container: + self.container = {} + + self.container['points'] = [{'x': p[0], 'y':p[1]} for p in container] + #clean + self.container['points'] = self.clean_polygon(self.container['points']) + #offset + self.container['points_offset'] = self.polygon_offset(self.container['points'], self.config['containerspacing']) + + self.container['p_id'] = '-1' + xbinmax = self.container['points'][0]['x'] + xbinmin = self.container['points'][0]['x'] + ybinmax = self.container['points'][0]['y'] + ybinmin = self.container['points'][0]['y'] + + for point in self.container['points']: + if point['x'] > xbinmax: + xbinmax = point['x'] + elif point['x'] < xbinmin: + xbinmin = point['x'] + if point['y'] > ybinmax: + ybinmax = point['y'] + elif point['y'] < ybinmin: + ybinmin = point['y'] + + self.container['width'] = xbinmax - xbinmin + self.container['height'] = ybinmax - ybinmin + # 最小包络多边形 + self.container_bounds = nfp_utls.get_polygon_bounds(self.container['points']) + + def clear(self): + """clear(): Removes all objects and shape from the nester""" + self.shapes = None + + def run(self): + """ + run(): Runs a nesting operation. Returns a list of lists of + shapes, each primary list being one filled container, or None + if the operation failed. + 如果开多线程,可以在这里设计检查中断信号 + """ + if not self.container: + print("Empty container. Aborting") + return + if not self.shapes: + print("Empty shapes. Aborting") + return + + # and still identify the original face, so we can calculate a transform afterwards + faces = list() + for i in range(0, len(self.shapes)): + shape = copy.deepcopy(self.shapes[i]) + faces.append([i, shape]) + # build a clean copy so we don't touch the original + + # order + max_area = max([shape['area'] for shape in self.shapes]) + + faces = sorted(faces, reverse=True, key=lambda face: AREA_WEIGHT*face[1]['area']/max_area+face[1]['area_to_convex_hull']*CONVEX_WEIGHT) + + + + + + + + return self.launch_workers(faces) + + def launch_workers(self, adam): + """ + 主过程,根据生成的基因组,求适应值,找最佳结果 + :param adam: + :return: + """ + if self.GA is None: + offset_bin = copy.deepcopy(self.container) + self.GA = genetic_algorithm(adam, offset_bin, self.config) + else: + self.GA.generation() + + # 计算每一组基因的适应值 + for i in range(0, self.GA.config['populationSize']): + res = self.find_fitness(self.GA.population[i]) #res 存储了在排列过程中得到的多个结果 + self.GA.population[i]['fitness'] = max(res['fitness']) + self.results.append(res) + + # 找最佳结果 + if len(self.results) > 0: + best_result = self.results[0] + + for p in self.results: + if max(p['fitness']) > max(best_result['fitness']): + best_result = p + + if self.best is None or max(best_result['fitness']) > self.best['fitness']: + best_result_index = best_result['fitness'].index(max(best_result['fitness'])) + + best_result = {'placements':best_result['placements'][best_result_index], + 'fitness':best_result['fitness'][best_result_index]} + + self.best = best_result + + def find_fitness(self, individual): + """ + 求解适应值 + :param individual: 基因组数据 + :return: + """ + place_list = copy.deepcopy(individual['placement']) + rotations = copy.deepcopy(individual['rotation']) + ids = [p[0] for p in place_list] + for i in range(0, len(place_list)): + place_list[i].append(rotations[i]) + + nfp_pairs = list() + new_cache = dict() + for i in range(0, len(place_list)): + # 容器和图形的内切多边形计算 + part = place_list[i] + key = { + 'A': '-1', + 'B': part[0], + 'inside': True, + 'A_rotation': 0, + 'B_rotation': rotations[i] + } + + tmp_json_key = json.dumps(key) + if not (tmp_json_key in self.nfp_cache): + nfp_pairs.append({ + 'A': self.container, + 'B': part[1], + 'key': key + }) + else: + # 是否已经计算过结果 + new_cache[tmp_json_key] = self.nfp_cache[tmp_json_key] + + # 图形与图形之间的外切多边形计算 + for j in range(0, i): + placed = place_list[j] + key = { + 'A': placed[0], + 'B': part[0], + 'inside': False, + 'A_rotation': rotations[j], + 'B_rotation': rotations[i] + } + tmp_json_key = json.dumps(key) + if not (tmp_json_key in self.nfp_cache): + nfp_pairs.append({ + 'A': placed[1], + 'B': part[1], + 'key': key + }) + else: + # 是否已经计算过结果 + new_cache[tmp_json_key] = self.nfp_cache[tmp_json_key] + + start = time.clock() + # 计算所有图形两两组合的相切多边形(NFP) + for pair in nfp_pairs: + + process_nfp_result = self.process_nfp(pair) + + key = json.dumps(process_nfp_result['key']) + new_cache[key] = process_nfp_result['value'] + print('计算NFP %d 个,耗时: %.1f' %(len(nfp_pairs),time.clock()-start) ) + # only keep cache for one cycle + #self.nfp_cache = new_cache + + # keep all calculated cache during past cycles for the next cycle + self.nfp_cache.update(new_cache) + + # 计算图形的转移量和适应值的类 + self.worker = placement_worker.PlacementWorker( + self.container, place_list, ids, rotations, self.config, self.nfp_cache) + + # 根据这些NFP,求解图形分布 + place_res = self.worker.place_paths() + return place_res + + def process_nfp(self, pair): + """ + 计算所有图形两两组合的相切多边形(NFP) + :param pair: 两个组合图形的参数 + :return: + """ + if pair is None or len(pair) == 0: + return None + + # 考虑有没有洞和凹面 + search_edges = self.config['exploreConcave'] + use_holes = self.config['useHoles'] + + # 图形参数 + A = copy.deepcopy(pair['A']) + A['points_offset'] = nfp_utls.rotate_polygon(A['points_offset'], pair['key']['A_rotation'])['points'] + B = copy.deepcopy(pair['B']) + B['points'] = nfp_utls.rotate_polygon(B['points'], pair['key']['B_rotation'])['points'] + + if pair['key']['inside']: + # 内切或者外切 + if nfp_utls.is_rectangle(A['points_offset'], 0.0001): #A是面料,用预留出边距后的实际面料去找NFP + nfp = nfp_utls.nfp_rectangle(A['points_offset'], B['points']) + else: + nfp = nfp_utls.nfp_polygon(A, B, True, search_edges) + + # ensure all interior NFPs have the same winding direction + if nfp and len(nfp) > 0: + for i in range(0, len(nfp)): + if nfp_utls.polygon_area(nfp[i]) > 0: + nfp[i].reverse() + else: + pass + # print('NFP Warning:', pair['key']) + + else: + if search_edges: + nfp = nfp_utls.nfp_polygon(A, B, False, search_edges) #去搜寻像 大“C”那样的内部凹点。在这个比赛中,不存在这个问题 + else: + nfp = minkowski_difference(A, B) + + ''' + # 检查NFP多边形是否合理 + if nfp is None or len(nfp) == 0: + pass + # print('error in NFP 260') + # print('NFP Error:', pair['key']) + # print('A;', A) + # print('B:', B) + return None + + for i in range(0, len(nfp)): + # if search edges is active, only the first NFP is guaranteed to pass sanity check + if not search_edges or i == 0: + if abs(nfp_utls.polygon_area(nfp[i])) < abs(nfp_utls.polygon_area(A['points'])): + pass + # print('error in NFP area 269') + # print('NFP Area Error: ', abs(nfp_utls.polygon_area(nfp[i])), pair['key']) + # print('NFP:', json.dumps(nfp[i])) + # print('A: ', A) + # print('B: ', B) + nfp.pop(i) + return None + + if len(nfp) == 0: + return None + # for outer NFPs, the first is guaranteed to be the largest. + # Any subsequent NFPs that lie inside the first are hole + for i in range(0, len(nfp)): + if nfp_utls.polygon_area(nfp[i]) > 0: + nfp[i].reverse() + + if i > 0: + if nfp_utls.point_in_polygon(nfp[i][0], nfp[0]): + if nfp_utls.polygon_area(nfp[i]) < 0: + nfp[i].reverse() + + # generate nfps for children (holes of parts) if any exist + # 有洞的暂时不管 + if use_holes and len(A) > 0: + pass # TODO + ''' + return {'key': pair['key'], 'value': nfp} + + ''' + def generate_nfp(self): + """ + 计算图形的转移量和适应值 + :param nfp: nfp多边形数据 + :return: + """ + if nfp: + for i in range(0, len(nfp)): + + if nfp[i]: + key = json.dumps(nfp[i]['key']) + self.nfp_cache[key] = nfp[i]['value'] + + # worker的nfp cache 只保留一次 + self.worker.nfpCache = copy.deepcopy(self.nfp_cache) + # self.worker.nfpCache.update(self.nfpCache) + return self.worker.place_paths() + ''' + + def show_result(self): + draw_result(self.best['placements'], self.shapes, self.container, self.container_bounds) + + def polygon_offset(self, polygon, offset): + is_list = True + if isinstance(polygon[0], dict): + polygon = [[p['x'], p['y']] for p in polygon] + is_list = False + + miter_limit = 2 + co = pyclipper.PyclipperOffset(miter_limit, self.config['curveTolerance']) + co.AddPath(polygon, pyclipper.JT_ROUND, pyclipper.ET_CLOSEDPOLYGON) + result = co.Execute(1*offset) + if not is_list: + result = [{'x': p[0], 'y':p[1]} for p in result[0]] + return result + + def clean_polygon(self, polygon): + + polygon = [ [point['x'], point['y'] ] for point in polygon] + + simple = pyclipper.SimplifyPolygon(polygon,pyclipper.PFT_NONZERO) + + if simple is None or len(simple) == 0: + return None + + biggest = simple[0] + biggest_area = pyclipper.Area(biggest) + for i in range(1, len(simple)): + area = abs(pyclipper.Area(simple[i])) + if area > biggest_area: + biggest = simple[i] + biggest_area = area + + clean = pyclipper.CleanPolygon(biggest, self.config['curveTolerance']) + if clean is None or len(clean) == 0: + return None + + clean = [{'x':point[0],'y':point[1]} for point in clean] + + return clean + + def scaling_polygon(self,polygon,scaling_factor): + + if polygon is None or len(polygon)<3: + return None + + #Scaling + for point in polygon: + point['x'],point['y'] = point['x']*scaling_factor,point['y']*scaling_factor + + return polygon + +def draw_result(placements, polygons, bin_polygon, bin_bounds): + """ + 从结果中得到平移旋转的数据,把原始图像移到到目标地方,然后保存结果 + :param placements: 平移旋转数据 + :param polygons: 原始图形数据 + :param bin_polygon: + :param bin_bounds: + :return: + """ + + class Polygon(): + + def __init__(self, contour): + + self.contour = contour + self.contour_dict = [{'x':p[0],'y':p[1]} for p in contour] + self.area = nfp_utls.polygon_area(self.contour_dict) + + def rotate(self, radian, unknownI=0, unknownII=0): + self.contour_dict = nfp_utls.rotate_polygon(self.contour_dict, + radian * 180/math.pi)['points'] #rattate_polygon角度参数为 度数 + self.contour = [[p['x'],p['y']] for p in self.contour_dict] + + def shift(self, dx, dy): + self.contour_dict = [{'x':p['x']+dx,'y':p['y']+dy } for p in self.contour_dict] + self.contour = [[p['x'],p['y']] for p in self.contour_dict] + + + # 生产多边形类 + shapes = list() + for polygon in polygons: + contour = [[p['x'], p['y']] for p in polygon['points']] + shapes.append(Polygon(contour)) + + bin_shape = Polygon([[p['x'], p['y']] for p in bin_polygon['points']]) + + solution = list() + rates = list() + + # 一个循环代表一个容器的排版 + all_points = [{'x':0,'y':0}] + tmp_bin = list() + total_area = 0.0 + for move_step in placements: + if move_step['rotation'] != 0: + # 坐标原点旋转 + shapes[int(move_step['p_id'])].rotate(math.pi / 180 * move_step['rotation'], 0, 0) + # 平移 + shapes[int(move_step['p_id'])].shift(move_step['x'], move_step['y']) + tmp_bin.append(shapes[int(move_step['p_id'])]) + total_area += shapes[int(move_step['p_id'])].area + + #所有点 + for point in shapes[int(move_step['p_id'])].contour_dict: + all_points.append({'x':point['x'],'y':point['y']}) + # 当前排版的利用率 + bin_area_used = nfp_utls.get_polygon_bounds(all_points)['width'] * BIN_HEIGHT + rates.append(total_area / bin_area_used) + solution.append(tmp_bin) + + # 显示结果 + draw_polygon(solution, rates, bin_bounds, bin_shape) + + + +class genetic_algorithm(): + """ + 遗传算法类 + """ + + def __init__(self, adam, bin_polygon, config): + """ + 初始化参数,根据参数生成基因群 + :param adam: 图形 + :param bin_polygon: 面布 + :param config: 算法参数 + """ + self.bin_bounds = bin_polygon['points_offset'] + self.bin_bounds = { + 'width': bin_polygon['width'], + 'height': bin_polygon['height'], + } + self.config = config + self.bin_polygon = bin_polygon + angles = list() + shapes = copy.deepcopy(adam) + for shape in shapes: + angles.append(self.random_angle(shape)) + + # 基因群,图形顺序和图形旋转的角度作为基因编码 + self.population = [{'placement': shapes, 'rotation': angles}] + + for i in range(1, self.config['populationSize']): + mutant = self.mutate(self.population[0]) + self.population.append(mutant) + + def random_angle(self, shape): + """ + 随机旋转角度的选取 + :param shape: + :return: + """ + angle_list = list() + for i in range(0, self.config['rotations']): + angle_list.append(i * (360/self.config['rotations'])) + + # 打乱顺序 + def shuffle_array(data): + for i in range(len(data)-1, 0, -1): + j = random.randint(0, i) + data[i], data[j] = data[j], data[i] + return data + + angle_list = shuffle_array(angle_list) + + # 查看选择后图形是否能放置在里面 + for angle in angle_list: + rotate_part = nfp_utls.rotate_polygon(shape[1]['points'], angle) + # 是否判断旋转出界,没有出界可以返回旋转角度,rotate 只是尝试去转,没有真正改变图形坐标 + if rotate_part['width'] < self.bin_bounds['width'] and rotate_part['height'] < self.bin_bounds['height']: + return angle_list[i] + + return 0 + + def mutate(self, individual): + clone = { + 'placement': individual['placement'][:], + 'rotation': individual['rotation'][:] + } + for i in range(0, len(clone['placement'])): + if random.random() < 0.01 * self.config['mutationRate']: + if i+1 < len(clone['placement']): + clone['placement'][i],clone['placement'][i+1] = clone['placement'][i+1], clone['placement'][i] + + if random.random() < 0.01 * self.config['mutationRate']: + clone['rotation'][i] = self.random_angle(clone['placement'][i]) + return clone + + def generation(self): + + # 适应度 从大到小排序 + self.population = sorted(self.population, reverse=True, key=lambda a: a['fitness']) + new_population = [self.population[0]] + while len(new_population) < self.config['populationSize']: + male = self.random_weighted_individual() + female = self.random_weighted_individual(male) + # 交集下一代 + children = self.mate(male, female) + + # 轻微突变 + new_population.append(self.mutate(children[0])) + + if len(new_population) < self.config['populationSize']: + new_population.append(self.mutate(children[1])) + + #print('new :', new_population) + self.population = new_population + + def random_weighted_individual(self, exclude=None): + pop = self.population + if exclude and pop.index(exclude) >= 0: + pop.remove(exclude) + + rand = random.random() + lower = 0 + weight = 1.0 / len(pop) + upper = weight + pop_len = len(pop) + for i in range(0, pop_len): + if (rand > lower) and (rand < upper): + return pop[i] + lower = upper + upper += 2 * weight * float(pop_len-i)/pop_len + return pop[0] + + def mate(self, male, female): + cutpoint = random.randint(0, len(male['placement'])-1) + gene1 = male['placement'][:cutpoint] + rot1 = male['rotation'][:cutpoint] + + gene2 = female['placement'][:cutpoint] + rot2 = female['rotation'][:cutpoint] + + def contains(gene, shape_id): + for i in range(0, len(gene)): + if gene[i][0] == shape_id: + return True + return False + + for i in range(len(female['placement'])-1, -1, -1): + if not contains(gene1, female['placement'][i][0]): + gene1.append(female['placement'][i]) + rot1.append(female['rotation'][i]) + + for i in range(len(male['placement'])-1, -1, -1): + if not contains(gene2, male['placement'][i][0]): + gene2.append(male['placement'][i]) + rot2.append(male['rotation'][i]) + + return [{'placement': gene1, 'rotation': rot1}, {'placement': gene2, 'rotation': rot2}] + + +def minkowski_difference(A, B): + """ + 两个多边形的相切空间 + http://www.angusj.com/delphi/clipper/documentation/Docs/Units/ClipperLib/Functions/MinkowskiDiff.htm + :param A: + :param B: + :return: + """ + + Ac = [[p['x'], p['y']] for p in A['points_offset']] + Bc = [[p['x'] * -1, p['y'] * -1] for p in B['points']] + solution = pyclipper.MinkowskiSum(Ac, Bc, True) + largest_area = None + clipper_nfp = None + for p in solution: + p = [{'x': i[0], 'y':i[1]} for i in p] + sarea = nfp_utls.polygon_area(p) + if largest_area is None or largest_area > sarea: + clipper_nfp = p + largest_area = sarea + + clipper_nfp = [{ + 'x': clipper_nfp[i]['x'] + Bc[0][0] * -1, + 'y':clipper_nfp[i]['y'] + Bc[0][1] * -1 + } for i in range(0, len(clipper_nfp))] + + return [clipper_nfp] + + +def draw_polygon_png(solution, bin_bounds, bin_shape, path=None): + base_width = 8 + base_height = base_width * bin_bounds['height'] / bin_bounds['width'] + num_bin = len(solution) + fig_height = num_bin * base_height + fig1 = Figure(figsize=(base_width, fig_height)) + fig1.suptitle('Polygon packing', fontweight='bold') + FigureCanvas(fig1) + + i_pic = 1 # 记录图片的索引 + for shapes in solution: + # 坐标设置 + ax = fig1.add_subplot(num_bin, 1, i_pic, aspect='equal') + ax.set_title('Num %d bin' % i_pic) + i_pic += 1 + ax.set_xlim(bin_bounds['x']-10, bin_bounds['width']+50) + ax.set_ylim(bin_bounds['y']-10, bin_bounds['height']+50) + + output_obj = list() + output_obj.append(patches.Polygon(bin_shape.contour, fc='green')) + for s in shapes[:-1]: + output_obj.append(patches.Polygon(s.contour, fc='yellow', lw=1, edgecolor='m')) + for p in output_obj: + ax.add_patch(p) + + if path is None: + path = 'example' + + fig1.savefig('%s.png' % path) + + +def draw_polygon(solution, rates, bin_bounds, bin_shape): + base_width = 8 * 3 + base_height = base_width * bin_bounds['height'] / bin_bounds['width'] + num_bin = len(solution) + fig_height = num_bin * base_height + # fig1 = Figure(figsize=(base_width, fig_height)) + # FigureCanvas(fig1) + fig1 = plt.figure(figsize=(base_width, fig_height)) + fig1.suptitle('Polygon packing', fontweight='bold') + + i_pic = 1 # 记录图片的索引 + for shapes in solution: + # 坐标设置 + ax = plt.subplot(num_bin, 1, i_pic, aspect='equal') + # ax = fig1.set_subplot(num_bin, 1, i_pic, aspect='equal') + ax.set_title('Num %d bin, rate is %0.4f' % (i_pic, rates[i_pic-1])) + i_pic += 1 + ax.set_xlim(bin_bounds['x'] - 10, bin_bounds['width'] + 50) + ax.set_ylim(bin_bounds['y'] - 10, bin_bounds['height'] + 50) + + output_obj = list() + output_obj.append(patches.Polygon(bin_shape.contour, fc='green')) + for s in shapes: + output_obj.append(patches.Polygon(s.contour, fc='yellow', lw=1, edgecolor='m')) + for p in output_obj: + ax.add_patch(p) + plt.show() + # fig1.save() + + +def content_loop_rate(best, n, loop_time=20): + """ + 固定迭代次数 + :param best: + :param n: + :param loop_time: + :return: + """ + res = best + run_time = loop_time + while run_time: + n.run() + best = n.best + if best['fitness'] > res['fitness']: + res = best + print('the best fitness change fron %.4f to %.4f'%(best['fitness'],res['fitness'])) + run_time -= 1 + draw_result(res['placements'], n.shapes, n.container, n.container_bounds) \ No newline at end of file diff --git a/nfp_utls.py b/nfp_utls.py new file mode 100644 index 0000000..4ea0a10 --- /dev/null +++ b/nfp_utls.py @@ -0,0 +1,1036 @@ +# -*- coding: utf-8 -*- +import copy +import math +TOL = 0.0000001 # 计算过程中误差忽略值 + + +def almost_equal(a, b, tolerance=None): + """ + A,B 两点是否约为相同 + :param a: 坐标 + :param b: 坐标 + :param tolerance: 误差值 + :return: + """ + if tolerance is None: + tolerance = TOL + return abs(a - b) < tolerance + +def is_convex(poly): + zcrossproduct = [] + j = len(poly) - 1 + k = j - 1 + for i in range(0,len(poly)): + dx1 = poly[j]['x'] - poly[k]['x'] + dy1 = poly[j]['y'] - poly[k]['y'] + dx2 = poly[i]['x'] - poly[j]['x'] + dy2 = poly[i]['y'] - poly[j]['y'] + zcrossproduct.append(dx1*dy2 - dy1*dx2) + + j,k = i,j + + return all([z >= 0 for z in zcrossproduct]) or all([z <= 0 for z in zcrossproduct]) + + + +def is_rectangle(poly, tolerance=None): + bb = get_polygon_bounds(poly) + tolerance = tolerance or TOL + for point in poly: + if not almost_equal(point['x'], bb['x'], tolerance) and not almost_equal( + point['x'], bb['x'] + bb['width'], tolerance): + return False + if not almost_equal(point['y'], bb['y'], tolerance) and not almost_equal( + point['y'], bb['y'] + bb['height'], tolerance): + return False + + return True + + +def normalize_vector(v): + """ + normalize vector into a unit vector + :return: + """ + if almost_equal(v['x'] * v['x'] + v['y'] * v['y'], 1): + # given vector was already a unit vector + return v + inverse = 1.0 / math.sqrt(v['x']**2 + v['y']**2) + + return {'x': v['x']*inverse, 'y': v['y']*inverse} + + +def on_segment(A, B, p): + """ + returns true if p lies on the line segment defined by AB, but not at any endpoints + :param A: + :param B: + :param p: + :return: + """ + # vertical line + if almost_equal(A['x'], B['x']) and almost_equal(p['x'], A['x']): + if not almost_equal(p['y'], B['y']) and not almost_equal(p['y'], A['y']) and \ + max(B['y'], A['y']) > p['y'] and p['y'] > min(B['y'], A['y']): + return True + else: + return False + # vertical line + if almost_equal(A['y'], B['y']) and almost_equal(p['y'], A['y']): + if not almost_equal(p['x'], B['x']) and not almost_equal(p['x'], A['x']) and \ + max(B['x'], A['x']) > p['x'] and p['x'] > min(B['x'], A['x']): + return True + else: + return False + # range check + if (p['x'] < A['x'] and p['x'] < B['x']) or (p['x'] > A['x'] and p['x'] > B['x']) or ( + p['y'] < A['y'] and p['y'] < B['y']) or (p['y'] > A['y'] and p['y'] > B['y']): + return False + + # exclude end points + if (almost_equal(p['x'], A['x']) and almost_equal(p['y'], A['y'])) or ( + almost_equal(p['x'], B['x']) and almost_equal(p['y'], B['y'])): + return False + + cross = (p['y'] - A['y']) * (B['x'] - A['x']) - (p['x'] - A['x']) * (B['y'] - A['y']) + if abs(cross) > TOL: + return False + dot = (p['x'] - A['x']) * (B['x'] - A['x']) + (p['y'] - A['y']) * (B['y'] - A['y']) + if dot < 0 or almost_equal(dot, 0): + return False + + len2 = (B['x'] - A['x']) * (B['x'] - A['x']) + (B['y'] - A['y']) * (B['y'] - A['y']) + if dot > len2 or almost_equal(dot, len2): + return False + return True + + +def nfp_rectangle(A, B): + """ + :param A: {x:12, y:10} + :param B: {x:12, y:10} + :return: + """ + min_ax = A[0]['x'] + min_ay = A[0]['y'] + max_ax = A[0]['x'] + max_ay = A[0]['y'] + + for point in A[1:]: + if point['x'] < min_ax: + min_ax = point['x'] + if point['x'] > max_ax: + max_ax = point['x'] + if point['y'] < min_ay: + min_ay = point['y'] + if point['y'] > max_ay: + max_ay = point['y'] + + min_bx = B[0]['x'] + min_by = B[0]['y'] + max_bx = B[0]['x'] + max_by = B[0]['y'] + + for point in B[1:]: + if point['x'] < min_bx: + min_bx = point['x'] + if point['x'] > max_bx: + max_bx = point['x'] + if point['y'] < min_by: + min_by = point['y'] + if point['y'] > max_by: + max_by = point['y'] + + if max_bx - min_bx > max_ax - min_ax: + return None + if max_by - min_by > max_ay - min_ay: + return None + + return [[ + {'x': min_ax-min_bx+B[0]['x'], 'y': min_ay-min_by+B[0]['y']}, + {'x': max_ax-max_bx+B[0]['x'], 'y': min_ay-min_by+B[0]['y']}, + {'x': max_ax-max_bx+B[0]['x'], 'y': max_ay-max_by+B[0]['y']}, + {'x': min_ax-min_bx+B[0]['x'], 'y': max_ay-max_by+B[0]['y']} + ]] + + +def nfp_polygon(A, B, inside=True, search_edges=False): + """ + given a static polygon A and a movable polygon B, compute a no fit polygon by orbiting B about A + if the inside flag is set, B is orbited inside of A rather than outside + if the searchEdges flag is set, all edges of A are explored for NFPs - multiple + """ + if A is None or len(A['points']) < 3 or B is None or len(B['points']) < 3: + return None + + # A last point = offsetx, offsety + A['offsetx'] = 0 + A['offsety'] = 0 + + min_a = A['points'][0]['y'] + min_a_index = 0 + max_b = B['points'][0]['y'] + max_b_index = 0 + + for i in range(1, len(A['points'])): + A['points'][i]['marked'] = False + if A['points'][i]['y'] < min_a: + min_a = A['points'][i]['y'] + min_a_index = i + + for i in range(1, len(B['points'])): + B['points'][i]['marked'] = False + if B['points'][i]['y'] > max_b: + max_b = B['points'][i]['y'] + max_b_index = i + + if not inside: + # shift B such that the bottom-most point of B is at the top-most point of A. + # This guarantees an initial placement with no intersections + start_point = { + 'x': A['points'][min_a_index]['x'] - B['points'][max_b_index]['x'], + 'y': A['points'][min_a_index]['y'] - B['points'][max_b_index]['y'] + } + else: + # no reliable heuristic for inside + start_point = search_start_point(A, B, inside) + + NFP_list = list() + + while start_point: + B['offsetx'] = start_point['x'] + B['offsety'] = start_point['y'] + + # maintain a list of touching points/edges + prevvector = None + NFP = [{ + 'x': B['points'][0]['x'] + B['offsetx'], + 'y': B['points'][0]['y'] + B['offsety'], + }] + + referencex = B['points'][0]['x'] + B['offsetx'] + referencey = B['points'][0]['y'] + B['offsety'] + startx = referencex + starty = referencey + counter = 0 + len_a = len(A['points']) + len_b = len(B['points']) + while counter < 10 * (len_a + len_b): + touching = list() + for i in range(0, len_a): + nexti = 0 if i == len_a - 1 else i + 1 + for j in range(len_b): + nextj = 0 if j == len_b - 1 else j + 1 + if almost_equal(A['points'][i]['x'], B['points'][j]['x'] + B['offsetx']) and almost_equal( + A['points'][i]['y'], B['points'][j]['y'] + B['offsety']): + touching.append({'type': 0, 'A': i, 'B': j}) + elif on_segment(A['points'][i], A['points'][nexti], + {'x': B['points'][j]['x']+B['offsetx'], 'y': B['points'][j]['y'] + B['offsety']}): + touching.append({'type': 1, 'A': nexti, 'B': j}) + elif on_segment( + {'x': B['points'][j]['x']+B['offsetx'], 'y': B['points'][j]['y'] + B['offsety']}, + {'x': B['points'][nextj]['x'] + B['offsetx'], 'y': B['points'][nextj]['y'] + B['offsety']}, + A['points'][i]): + touching.append({'type': 2, 'A': i, 'B': nextj}) + + # generate translation vectors from touching vertices/edges + vectors = list() + for i in range(0, len(touching)): + vertex_a = {'A': A['points'][touching[i]['A']], 'marked': True} + prev_a_index = touching[i]['A'] - 1 + next_a_index = touching[i]['A'] + 1 + prev_a_index = len_a - 1 if prev_a_index < 0 else prev_a_index # loop + next_a_index = 0 if next_a_index >= len_a else next_a_index # loop + + prev_a = A['points'][prev_a_index] + next_a = A['points'][next_a_index] + + # adjacent B vertices + vertex_b = {'A': B['points'][touching[i]['B']]} + prev_b_index = touching[i]['B'] - 1 + next_b_index = touching[i]['B'] + 1 + prev_b_index = len_b - 1 if prev_b_index < 0 else prev_b_index # loop + next_b_index = 0 if next_b_index >= len_b else next_b_index # loop + + prev_b = B['points'][prev_b_index] + next_b = B['points'][next_b_index] + + if touching[i]['type'] == 0: + v_a1 = { + 'x': prev_a['x'] - vertex_a['A']['x'], + 'y': prev_a['y'] - vertex_a['A']['y'], + 'start': vertex_a['A'], + 'end': prev_a + } + + v_a2 = { + 'x': next_a['x'] - vertex_a['A']['x'], + 'y': next_a['y'] - vertex_a['A']['y'], + 'start': vertex_a['A'], + 'end': next_a + } + + v_b1 = { + 'x': vertex_b['A']['x'] - prev_b['x'], + 'y': vertex_b['A']['y'] - prev_b['y'], + 'start': prev_b, + 'end': vertex_b['A'] + } + + v_b2 = { + 'x': vertex_b['A']['x'] - next_b['x'], + 'y': vertex_b['A']['y'] - next_b['y'], + 'start': next_b, + 'end': vertex_b['A'] + } + + vectors.append(v_a1) + vectors.append(v_a2) + vectors.append(v_b1) + vectors.append(v_b2) + elif touching[i]['type'] == 1: + vectors.append({ + 'x': vertex_a['A']['x'] - (vertex_b['A']['x'] + B['offsetx']), + 'y': vertex_a['A']['y'] - (vertex_b['A']['y'] + B['offsety']), + 'start': prev_a, + 'end': vertex_a['A'] + }) + vectors.append({ + 'x': prev_a['x'] - (vertex_b['A']['x'] + B['offsetx']), + 'y': prev_a['y'] - (vertex_b['A']['y'] + B['offsety']), + 'start': vertex_a['A'], + 'end': prev_a + }) + elif touching[i]['type'] == 2: + vectors.append({ + 'x': vertex_a['A']['x'] - (vertex_b['A']['x'] + B['offsetx']), + 'y': vertex_a['A']['y'] - (vertex_b['A']['y'] + B['offsety']), + 'start': prev_b, + 'end': vertex_b['A'] + }) + vectors.append({ + 'x': vertex_a['A']['x'] - (prev_b['x'] + B['offsetx']), + 'y': vertex_a['A']['y'] - (prev_b['y'] + B['offsety']), + 'start': vertex_b['A'], + 'end': prev_b + }) + + translate = None + max_d = 0 + for i in range(0, len(vectors)): + if vectors[i]['x'] == 0 and vectors[i]['y'] == 0: + continue + # if this vector points us back to where we came from, ignore it. + # ie cross product = 0, dot product < 0 + if prevvector and (vectors[i]['y'] * prevvector['y'] + vectors[i]['x'] * prevvector['x']) < 0: + # compare magnitude with unit vectors + vectorlength = math.sqrt(vectors[i]['x']**2 + vectors[i]['y']**2) + unitv = {'x': vectors[i]['x'] / vectorlength, 'y': vectors[i]['y'] / vectorlength} + prevlength = math.sqrt(prevvector['x']**2+prevvector['y']**2) + prevunit = {'x': prevvector['x'] / prevlength, 'y': prevvector['y'] / prevlength} + + # we need to scale down to unit vectors to normalize vector length. Could also just do a tan here + if abs(unitv['y'] * prevunit['x'] - unitv['x'] * prevunit['y']) < 0.0001: + continue + + d = polygon_slide_distance(A, B, vectors[i], True) + vecd2 = vectors[i]['x']**2 + vectors[i]['y']**2 + + if d is None or d**2 > vecd2: + vecd = math.sqrt(vectors[i]['x']**2 + vectors[i]['y']**2) + d = vecd + if d and d > max_d: + max_d = d + translate = vectors[i] + + if translate is None or almost_equal(max_d, 0): + NFP = None + break + + translate['start']['marked'] = True + translate['end']['marked'] = True + + prevvector = translate + + # trim + vlength2 = translate['x']**2 + translate['y']**2 + if max_d**2 < vlength2 and not almost_equal(max_d**2, vlength2): + scale = math.sqrt((max_d**2)/vlength2) + translate['x'] *= scale + translate['y'] *= scale + + referencex += translate['x'] + referencey += translate['y'] + + if almost_equal(referencex, startx) and almost_equal(referencey, starty): + # we have made a full loop + break + + # if A and B start on a touching horizontal line, the end point may not be the start point + looped = False + if len(NFP) > 0: + for i in range(0, len(NFP)-1): + if almost_equal(referencex, NFP[i]['x'] and almost_equal(referencey, NFP[i]['y'])): + looped = True + + if looped: + # we've made a full loop + break + + NFP.append({ + 'x': referencex, + 'y': referencey + }) + B['offsetx'] += translate['x'] + B['offsety'] += translate['y'] + + counter += 1 + + if NFP and len(NFP) > 0: + NFP_list.append(NFP) + + if not search_edges: # TODO + # only get outer NFP or first inner NFP + break + + start_point = search_start_point(A, B, inside, NFP_list) + + return NFP_list + + +def search_start_point(A, B, inside=True, NFP=None): + """ + searches for an arrangement of A and B such that they do not overlap if an NFP is given, + only search for startpoints that have not already been traversed in the given NFP + :param A: + :param B: + :param inside: + :param NFP: + :return: + """ + # clone arrays + A = copy.deepcopy(A) + B = copy.deepcopy(B) + + for i in range(0, len(A['points'])-1): + if not A['points'][i].get('marked'): + A['points'][i]['marked'] = True + for j in range(0, len(B['points'])): + B['offsetx'] = A['points'][i]['x'] - B['points'][j]['x'] + B['offsety'] = A['points'][i]['y'] - B['points'][j]['y'] + + # 判断 A,B 是否一样 + # 点是否在多边形边上 + bin_side = None + for k in range(0, len(B['points'])): + inpoly = point_in_polygon( + {'x': B['points'][k]['x']+B['offsetx'], + 'y': B['points'][k]['y']+B['offsety']}, A) + if inpoly is not None: + bin_side = inpoly + break + + if bin_side is None: + return None + + start_point = { + 'x': B['offsetx'], + 'y': B['offsety'] + } + if ((bin_side and inside) or (not bin_side and not inside)) and ( + not intersect(A, B) and not inNfp(start_point, NFP)): + return start_point + + # slide B along vector + vx = A['points'][i+1]['x'] - A['points'][i]['x'] + vy = A['points'][i+1]['y'] - A['points'][i]['y'] + + d1 = polygon_projection_distance(A, B, {'x': vx, 'y': vy}) + d2 = polygon_projection_distance(B, A, {'x': -vx, 'y': -vy}) + + d = None + + if d1 is not None and d2 is not None: + d = min(d1, d2) + elif d1 is None and d2 is not None: + d = d2 + elif d1 is not None and d2 is None: + d = d1 + + # only slide until no longer negative + if not (d is not None and not almost_equal(d, 0) and d > 0): + continue + + vd2 = vx * vx + vy * vy + if d * d < vd2 and not almost_equal(d*d, vd2): + vd = math.sqrt(vx * vx + vy * vy) + vx *= d /vd + vy *= d /vd + + B['offsetx'] += vx + B['offsety'] += vy + + for k in range(0, len(B['points'])): + inpoly = point_in_polygon( + {'x': B['points'][k]['x']+B['offsetx'], + 'y': B['points'][k]['y']+B['offsety']}, A) + if inpoly is not None: + bin_side = inpoly + break + + start_point = {'x': B['offsetx'], 'y': B['offsety']} + if ((bin_side and inside) or (not bin_side and not inside)) and ( + not intersect(A, B) and not inNfp(start_point, NFP)): + return start_point + + return None + + +def inNfp(p, nfp): + """ + returns true if point already exists in the given nfp + :param p: + :param nfp: + :return: + """ + if not nfp or len(nfp) == 0: + return False + + for i in range(0, len(nfp)): + for j in range(0, len(nfp[i])): + if almost_equal(p['x'], nfp[i][j]['x']) and almost_equal(p['y'], nfp[i][j]['y']): + return True + + return False + + +def point_in_polygon(point, polygon): + if isinstance(polygon, list): + polygon = {'points': polygon} + if len(polygon.get('points')) < 3: + return None + + inside = False + offsetx = polygon.get('offsetx') or 0 + offsety = polygon.get('offsety') or 0 + + j = len(polygon['points']) - 1 + for i in range(0, len(polygon['points'])): + xi = polygon['points'][i]['x'] + offsetx + yi = polygon['points'][i]['y'] + offsety + xj = polygon['points'][j]['x'] + offsetx + yj = polygon['points'][j]['y'] + offsety + + if almost_equal(xi, point['x']) and almost_equal(yi, point['y']): + return None + + if on_segment({'x': xi, 'y': yi}, {'x':xj, 'y':yj}, point): + return None # exactly on the segment + + if almost_equal(xi, xj) and almost_equal(yi, yj): + # ignore very small lines + continue + + intersect = ((yi > point['y']) != (yj > point['y'])) and (point['x'] < (xj - xi) * (point['y'] - yi) / (yj - yi) + xi) + if intersect: + inside = not inside + + return inside + + +def intersect(A, B): + + a_offsetx = A['offsetx'] or 0 + a_offsety = A['offsety'] or 0 + + b_offsetx = B['offsetx'] or 0 + b_offsety = B['offsety'] or 0 + + A = copy.deepcopy(A) + B = copy.deepcopy(B) + len_a = len(A['points']) + len_b = len(B['points']) + for i in range(0, len_a - 1): + for j in range(0, len_b - 1): + a1 = {'x': A['points'][i]['x']+a_offsetx, 'y': A['points'][i]['y']+a_offsety} + a2 = {'x': A['points'][i+1]['x']+a_offsetx, 'y': A['points'][i+1]['y']+a_offsety} + b1 = {'x': B['points'][j]['x']+b_offsetx, 'y': B['points'][j]['y']+b_offsety} + b2 = {'x': B['points'][j+1]['x']+b_offsetx, 'y': B['points'][j+1]['y']+b_offsety} + + pre_vb_index = len_b - 1 if j == 0 else j - 1 + pre_va_index = len_a - 1 if i == 0 else i - 1 + next_b_index = 0 if j + 1 == len_b - 1 else j + 2 + next_a_index = 0 if i + 1 == len_a - 1 else i + 2 + + # go even further back if we happen to hit on a loop end point + if B['points'][pre_vb_index] == B['points'][j] or almost_equal( + B['points'][pre_vb_index]['x'], B['points'][j]['x']) and almost_equal( + B['points'][pre_vb_index]['y'], B['points'][j]['y']): + pre_vb_index = len_b - 1 if pre_vb_index == 0 else pre_vb_index - 1 + + if A['points'][pre_va_index] == A['points'][i] or almost_equal( + A['points'][pre_va_index]['x'], A['points'][i]['x']) and almost_equal( + A['points'][pre_va_index]['y'], A['points'][i]['y']): + pre_va_index = len_a - 1 if pre_va_index == 0 else pre_va_index - 1 + + # go even further forward if we happen to hit on a loop end point + if B['points'][next_b_index] == B['points'][j+1] or almost_equal( + B['points'][next_b_index]['x'], B['points'][j+1]['x']) and almost_equal( + B['points'][next_b_index]['y'], B['points'][j+1]['y']): + next_b_index = 0 if next_b_index == len_b - 1 else next_b_index + 1 + + if A['points'][next_a_index] == A['points'][i+1] or almost_equal( + A['points'][next_a_index]['x'], A['points'][i+1]['x']) and almost_equal( + A['points'][next_a_index]['y'], A['points'][i+1]['y']): + next_a_index = 0 if next_a_index == len_a - 1 else next_a_index + 1 + + a0 = {'x': A['points'][pre_va_index]['x']+a_offsetx, 'y': A['points'][pre_va_index]['y']+a_offsety} + b0 = {'x': B['points'][pre_vb_index]['x']+b_offsetx, 'y': B['points'][pre_vb_index]['y']+b_offsety} + a3 = {'x': A['points'][next_a_index]['x']+a_offsetx, 'y': A['points'][next_a_index]['y']+a_offsety} + b3 = {'x': B['points'][next_b_index]['x']+b_offsetx, 'y': B['points'][next_b_index]['y']+b_offsety} + + if on_segment(a1, a2, b1) or almost_equal(a1['x'], b1['x']) and almost_equal(a1['y'], b1['y']): + # if a point is on a segment, it could intersect or it could not. Check via the neighboring points + b0in = point_in_polygon(b0, A) + b2in = point_in_polygon(b2, A) + if (b0in and not b2in) or (not b0in and b2in): + return True + else: + continue + + if on_segment(a1, a2, b2) or almost_equal(a2['x'], b2['x']) and almost_equal(a2['y'], b2['y']): + # if a point is on a segment, it could intersect or it could not.Check via the neighboring points + b1in = point_in_polygon(b1, A) + b3in = point_in_polygon(b3, A) + if (b1in and not b3in) or (not b1in and b3in): + return True + else: + continue + + if on_segment(b1, b2, a1) or almost_equal(a1['x'], b2['x']) and almost_equal(a1['y'], b2['y']): + # if a point is on a segment, it could intersect or it could not.Check via the neighboring points + a0in = point_in_polygon(a0, B) + a2in = point_in_polygon(a2, B) + if (a0in and not a2in) or (not a0in and a2in): + return True + else: + continue + + if on_segment(b1, b2, a2) or almost_equal(a2['x'], b1['x']) and almost_equal(a2['y'], b1['y']): + # if a point is on a segment, it could intersect or it could not.Check via the neighboring points + a1in = point_in_polygon(a1, B) + a3in = point_in_polygon(a3, B) + if (a1in and not a3in) or (not a1in and a3in): + return True + else: + continue + + if line_intersect(b1, b2, a1, a2): + return True + + return False + + +def line_intersect(A, B, E, F, infinite=None): + """ + returns the intersection of AB and EF, or null if there are no intersections or other numerical error + if the infinite flag is set, AE and EF describe infinite lines without endpoints, + they are finite line segments otherwise + :param A: + :param B: + :param E: + :param F: + :param infinite: + :return: + """ + a1 = B['y'] - A['y'] + b1 = A['x'] - B['x'] + c1 = B['x'] * A['y'] - A['x'] * B['y'] + a2 = F['y'] - E['y'] + b2 = E['x'] - F['y'] + c2 = F['x'] * E['y'] - E['x'] * F['y'] + denom = a1 * b2 - a2 * b1 + if denom == 0: + return None + x = (b1 * c2 - b2 * c1) / denom + y = (a2 * c1 - a1 * c2) / denom + + if infinite is None: + if abs(A['x'] - B['x']) > TOL: + tmp = x < A['x'] or x > B['x'] if A['x'] < B['x'] else x > A['x'] or x < B['x'] + if tmp: + return None + tmp = y < A['y'] or y > B['y'] if A['y'] < B['y'] else y > A['y'] or y < B['y'] + if tmp: + return None + if abs(E['x'] - F['x']) > TOL: + tmp = x < E['x'] or x > F['x'] if E['x'] < F['x'] else x > E['x'] or x < F['x'] + if tmp: + return None + tmp = y < E['y'] or y > F['y'] if E['y'] < F['y'] else y > E['y'] or y < F['y'] + if tmp: + return None + + return {'x': x, 'y': y} + + +def polygon_projection_distance(A, B, direction): + """ + project each point of B onto A in the given direction, and return the distance + :param A: + :param B: + :param direction: + :return: + """ + b_offsetx = B.get('offsetx') or 0 + b_offsety = B.get('offsety') or 0 + a_offsetx = A.get('offsetx') or 0 + a_offsety = A.get('offsety') or 0 + + A = copy.deepcopy(A) + B = copy.deepcopy(B) + + edge_a = A['points'] + edge_b = B['points'] + distance = None + p = dict() + s1 = dict() + s2 = dict() + for i in range(0, len(edge_b)): + # the shortest/most negative projection of B onto A + min_projection = minp = None + for j in range(0, len(edge_a) - 1): + p['x'] = edge_b[i]['x'] + b_offsetx + p['y'] = edge_b[i]['y'] + b_offsety + s1['x'] = edge_a[j]['x'] + a_offsetx + s1['y'] = edge_a[j]['y'] + a_offsety + s2['x'] = edge_a[j+1]['x'] + a_offsetx + s2['y'] = edge_a[j+1]['y'] + a_offsety + + if abs((s2['y'] - s1['y']) * direction['x'] - (s2['x'] - s2['x']) * direction['y']) < TOL: + continue + + # project point, ignore edge boundaries + d = point_distance(p, s1, s2, direction) + if d and (min_projection is None or d < min_projection): + min_projection = d + + if min_projection and (distance is None or min_projection > distance): + distance = min_projection + + return distance + + +def point_distance(p, s1, s2, normal, infinite=None): + normal = normalize_vector(normal) + + dir_point = { + 'x': normal['y'], + 'y': -normal['x'], + } + + pdot = p['x'] * dir_point['x'] + p['y'] * dir_point['y'] + s1dot = s1['x'] * dir_point['x'] + s1['y'] * dir_point['y'] + s2dot = s2['x'] * dir_point['x'] + s2['y'] * dir_point['y'] + + pdotnorm = p['x']*normal['x'] + p['y'] * normal['y'] + s1dotnorm = s1['x']*normal['x'] + s1['y'] * normal['y'] + s2dotnorm = s2['x'] * normal['x'] + s2['y'] * normal['y'] + + if infinite is None: + # dot doesn't collide with segment, or lies directly on the vertex + if ((pdot < s1dot or almost_equal(pdot, s1dot)) and (pdot < s2dot or almost_equal(pdot, s2dot))) or ( + (pdot > s1dot or almost_equal(pdot, s1dot)) and ((pdot > s2dot) or almost_equal(pdot, s2dot))): + return None + if (almost_equal(pdot, s1dot) and almost_equal(pdot, s2dot)) and ( + pdotnorm > s1dotnorm and pdotnorm > s2dotnorm): + return min(pdotnorm - s1dotnorm, pdotnorm - s2dotnorm) + if almost_equal(pdot, s1dot) and almost_equal(pdot, s2dot) and pdotnorm < s1dotnorm and pdotnorm < s2dotnorm: + return -min(s1dotnorm-pdotnorm, s2dotnorm-pdotnorm) + + return -(pdotnorm - s1dotnorm + (s1dotnorm - s2dotnorm) * (s1dot - pdot)/(s1dot - s2dot)) + + +def polygon_slide_distance(A, B, direction, ignorenegative): + + b_offsetx = B.get('offsetx') or 0 + b_offsety = B.get('offsety') or 0 + a_offsetx = A.get('offsetx') or 0 + a_offsety = A.get('offsety') or 0 + + A = copy.deepcopy(A) + B = copy.deepcopy(B) + + if not A['points'][-1] == A['points'][0]: + A['points'].append(A['points'][0]) + if not B['points'][0] == B['points'][-1]: + B['points'].append(B['points'][0]) + + edge_a = A['points'] + edge_b = B['points'] + distance = None + + dir_point = normalize_vector(direction) + + for i in range(0, len(edge_b) - 1): + + for j in range(0, len(edge_a) - 1): + A1 = {'x': edge_a[j]['x'] + a_offsetx, 'y': edge_a[j]['y'] + a_offsety} + A2 = {'x': edge_a[j+1]['x'] + a_offsetx, 'y': edge_a[j+1]['y'] + a_offsety} + B1 = {'x': edge_b[i]['x'] + b_offsetx, 'y': edge_b[i]['y'] + b_offsety} + B2 = {'x': edge_b[i + 1]['x'] + b_offsetx, 'y': edge_b[i + 1]['y'] + b_offsety} + + if (almost_equal(A1['x'], A2['x']) and almost_equal(A1['y'], A2['y'])) or almost_equal( + B1['x'], B2['x']) and almost_equal(B1['y'], B2['y']): + continue + + d = segment_distance(A1, A2, B1, B2, dir_point) + if d and (distance is None or d < distance): + if not ignorenegative or d > 0 or almost_equal(d, 0): + distance = d + return distance + + +def segment_distance(A, B, E, F, direction): + normal = { + 'x': direction['y'], + 'y': -direction['x'] + } + reverse = { + 'x': -direction['x'], + 'y': -direction['y'] + } + + dot_a = A['x'] * normal['x'] + A['y'] * normal['y'] + dot_b = B['x'] * normal['x'] + B['y'] * normal['y'] + dot_e = E['x'] * normal['x'] + E['y'] * normal['y'] + dot_f = F['x'] * normal['x'] + F['y'] * normal['y'] + + cross_a = A['x'] * direction['x'] + A['y'] * direction['y'] + cross_b = B['x'] * direction['x'] + B['y'] * direction['y'] + cross_e = E['x'] * direction['x'] + E['y'] * direction['y'] + cross_f = F['x'] * direction['x'] + F['y'] * direction['y'] + + ab_min = min(dot_a, dot_b) + ab_max = max(dot_a, dot_b) + + ef_min = min(dot_e, dot_f) + ef_max = max(dot_e, dot_f) + + # segments that will touch at one point + if almost_equal(ab_max, ef_min, TOL) or almost_equal(ab_min, ef_max, TOL): + return None + + # segments miss each other completely + if ab_max < ef_min or ab_min > ef_max: + return None + + if (ab_max > ef_max and ab_min < ef_min) or (ef_max > ab_max and ef_min < ab_min): + overlap = 1 + else: + min_max = min(ab_max, ef_max) + max_min = max(ab_min, ef_min) + max_max = max(ab_max, ef_max) + min_min = min(ab_min, ef_min) + + overlap = (min_max - max_min) / (max_max - min_min) + + cross_abe = (E['y'] - A['y']) * (B['x'] - A['x']) - (E['x'] - A['x']) * (B['y'] - A['y']) + cross_abf = (F['y'] - A['y']) * (B['x'] - A['x']) - (F['x'] - A['x']) * (B['y'] - A['y']) + + # lines are colinear + if almost_equal(cross_abe, 0) and almost_equal(cross_abf, 0): + ab_norm = {'x': B['y'] - A['y'], 'y': A['x'] - B['x']} + ef_norm = {'x': F['y'] - E['y'], 'y': E['x'] - F['x']} + + ab_norm_length = math.sqrt(ab_norm['x']**2 + ab_norm['y']**2) + ab_norm['x'] /= ab_norm_length + ab_norm['y'] /= ab_norm_length + + ef_norm_length = math.sqrt(ef_norm['x']**2 + ef_norm['y']**2) + ef_norm['x'] /= ef_norm_length + ef_norm['y'] /= ef_norm_length + + # segment normals must point in opposite directions + if abs(ab_norm['y'] * ef_norm['x'] - ab_norm['x'] * ef_norm['y']) < TOL and ( + ab_norm['y'] * ef_norm['y'] + ab_norm['x'] * ef_norm['x'] < 0): + # normal of AB segment must point in same direction as given direction vector + norm_dot = ab_norm['y'] * direction['y'] + ab_norm['x'] * direction['x'] + # the segments merely slide along eachother + if almost_equal(norm_dot, 0, TOL): + return None + + if norm_dot < 0: + return 0 + + return None + + distances = list() + + # coincident points + if almost_equal(dot_a, dot_e): + distances.append(cross_a - cross_e) + elif almost_equal(dot_a, dot_f): + distances.append(cross_a - cross_f) + elif ef_min < dot_a and dot_a < ef_max: + d = point_distance(A, E, F, reverse) + # A currently touches EF, but AB is moving away from EF + if d and almost_equal(d, 0): + db = point_distance(B, E, F, reverse, True) + if db < 0 or almost_equal(db * overlap, 0): + d = None + if d: + distances.append(d) + + if almost_equal(dot_b, dot_e): + distances.append(cross_b - cross_e) + elif almost_equal(dot_b, dot_f): + distances.append(cross_b - cross_f) + elif dot_b > ef_min and dot_b < ef_max: + d = point_distance(B, E, F, reverse) + + if d and almost_equal(d, 0): + da = point_distance(A, E, F, reverse, True) + if da < 0 or almost_equal(da * overlap, 0): + d = None + + if d: + distances.append(d) + + if dot_e > ab_min and dot_e < ab_max: + d = point_distance(E, A, B, direction) + if d and almost_equal(d, 0): + df = point_distance(F, A, B, direction, True) + if df < 0 or almost_equal(df * overlap, 0): + d = None + if d: + distances.append(d) + + if len(distances) == 0: + return None + + if dot_f > ab_min and dot_f < ab_max: + d = point_distance(F, A, B, direction) + if d and almost_equal(d, 0): + de = point_distance(E, A, B, direction, True) + if de < 0 or almost_equal(de * overlap, 0): + d = None + if d: + distances.append(d) + + if len(distances) == 0: + return None + + return min(distances) + + +def polygon_area(polygon): + area = 0 + j = len(polygon) - 1 + for i in range(0, len(polygon)): + area += (polygon[j]['x'] + polygon[i]['x']) * (polygon[j]['y'] - polygon[i]['y']) + j = i + + return 0.5 * area + + +def rotate_polygon(polygon, angle): + ''' + rotated = {'points': list()} + angle = angle * math.pi / 180 + for p in polygon: + x = p['x'] + y = p['y'] + rotated['points'].append({ + 'x': round(x * math.cos(angle) - y * math.sin(angle)), + 'y': round(x * math.sin(angle) + y * math.cos(angle)) + }) + + bounds = get_polygon_bounds(rotated['points']) + rotated['x'] = bounds['x'] + rotated['y'] = bounds['y'] + rotated['width'] = bounds['width'] + rotated['height'] = bounds['height'] + return rotated + ''' + rotated = {'points': list()} + + if int(angle) == 0: + for p in polygon: + x = p['x'] + y = p['y'] + rotated['points'].append({ + 'x': x, + 'y': y + }) + if int(angle) == 90: + for p in polygon: + x = p['x'] + y = p['y'] + rotated['points'].append({ + 'x': -y, + 'y': x + }) + if int(angle) == 180: + for p in polygon: + x = p['x'] + y = p['y'] + rotated['points'].append({ + 'x': -x, + 'y': -y + }) + if int(angle) == 270: + for p in polygon: + x = p['x'] + y = p['y'] + rotated['points'].append({ + 'x': y, + 'y': -x + }) + + bounds = get_polygon_bounds(rotated['points']) + rotated['x'] = bounds['x'] + rotated['y'] = bounds['y'] + rotated['width'] = bounds['width'] + rotated['height'] = bounds['height'] + return rotated + +def get_polygon_bounds(polygon): + # 最小包络矩阵 + if polygon is None or len(polygon) < 3: + return None + + xmax = polygon[0]['x'] + xmin = polygon[0]['x'] + ymax = polygon[0]['y'] + ymin = polygon[0]['y'] + + for point in polygon: + if point['x'] > xmax: + xmax = point['x'] + elif point['x'] < xmin: + xmin = point['x'] + if point['y'] > ymax: + ymax = point['y'] + elif point['y'] < ymin: + ymin = point['y'] + + return { + 'x': xmin, + 'y': ymin, + 'width': xmax - xmin, + 'height': ymax - ymin + } + +def D_function(a,b,p): + return (a['x']-b['x'])*(a['y']-p['y']) - (a['y']-b['y'])*(a['x']-p['x']) + +def edge_point_distance(edge,point): + if edge[0]['x'] == edge[1]['x']: + return abs(point['x'] - edge[0]['x']) + + else: + slope = (edge[1]['y']-edge[0]['y'])/(edge[1]['x']-edge[0]['x']) + + return abs( (point['y'] + slope*(edge[0]['x']-point['x']) - edge[0]['y'])/math.sqrt( 1 + slope**2 ) ) + \ No newline at end of file diff --git a/placement_worker.py b/placement_worker.py new file mode 100644 index 0000000..87d1774 --- /dev/null +++ b/placement_worker.py @@ -0,0 +1,571 @@ +# -*- coding: utf-8 -*- +import json +from nfp_utls import almost_equal, rotate_polygon, get_polygon_bounds, polygon_area, is_convex, D_function, edge_point_distance +from settings import BIN_HEIGHT, MAX_MOVE_X, MAX_MOVE_Y, SCALING_FACTOR +import copy +import pyclipper +import time +import cvxpy as cp +TOL = 0.00001 * SCALING_FACTOR + +class PlacementWorker(): + def __init__(self, bin_polygon, paths, ids, rotations, config, nfp_cache): + self.bin_polygon = bin_polygon + self.paths = copy.deepcopy(paths) + self.ids = ids # 图形原来的ID顺序 + self.rotations = rotations + self.config = config + self.nfpCache = copy.deepcopy(nfp_cache) or {} + + + def find_constraints(self,A,B,i,j,x,y,placements): + + # -*- coding: utf-8 -*- + """ + Created on Thu Sep 5 11:22:11 2019 + + @author: chend + """ + + ''' + param: A is a stationary polygon + B is the obitating polygon + i,j 当前寻找约束的两个polygon在当前排序中的位置,从0开始,-1表示bin + x,y LP的决策变量组,为points的第一个点的真实坐标,例如x[i]表示第i个块料的第一个点的横轴位置 + output: [] constraints的列表 + ''' + + constraints = [] + + key = { + 'A': A['p_id'], + 'B': B['p_id'], + 'inside': False, + 'A_rotation': A['rotation'], + 'B_rotation': B['rotation'] + } #nfp是按 B的第一个点绕出来的 + json_key = json.dumps(key) + + nfp = self.nfpCache[json_key][0] + nfp_current_location = [{'x':point['x']+placements[i]['x'] , 'y':point['y']+placements[i]['y']} for point in nfp] + ref_point_B = B['current_location'][0] + + # nfp逆时针,当ref_point_B在nfp上edge的右边时,便是valid_edge,找出所有valid_edge + valid_edge = [] + valid_distance = [] + valid_point_index = [] + for k in range(0,len(nfp_current_location)): + + point_1 = nfp_current_location[k-1] + point_2 = nfp_current_location[k] + + D_func_value = D_function(point_1,point_2,ref_point_B) + dis = edge_point_distance([point_1,point_2],ref_point_B) + + #D_func为负数说明在右边,0表示在向量上;由于精度问题,这里距离足够小的话,我们也认为是在外面 + if (D_func_value <= 0 + TOL): #or (dis <= 0 + TOL): + valid_edge.append([{'x':point_1['x'],'y':point_1['y']}, {'x':point_2['x'],'y':point_2['y']}]) + valid_distance.append( edge_point_distance(valid_edge[-1],ref_point_B) ) + valid_point_index.append([k-1,k]) + + + + + #有一点点由于精度引起的重叠,加一个constraint要求距离不能继续变大 + if len(valid_edge) == 0: + min_dis,point_index = min( (edge_point_distance([nfp_current_location[k-1],nfp_current_location[k]] , ref_point_B),k) + for k in range(len(nfp_current_location)) ) + print(u'(%s,%s) ref_point在nfp内部了'%(A['p_id'],B['p_id']), + u'离最近边的距离为:', min_dis ) + print() + + constraints.append( D_function(nfp_current_location[point_index-1],nfp_current_location[point_index], + {'x':x[j],'y':y[j]}) <= + D_function(nfp_current_location[point_index-1],nfp_current_location[point_index], + ref_point_B)) + return constraints + + elif len(valid_edge) > 0: + if is_convex(nfp_current_location): + + max_distance = max(valid_distance) + + #目前不在nfp上 + if max_distance > 0: + max_distance_index = valid_distance.index(max_distance) + point_1 = valid_edge[max_distance_index][0] + point_2 = valid_edge[max_distance_index][1] + constraints.append( D_function(point_1,point_2,{'x':x[j],'y':y[j]}) <= 0 ) + + + #目前在 nfp上,在nfp上的话,只可能在vertex上,或在edge上 + elif max_distance == 0: + + #在vertex上 + if len(valid_edge) == 1: + edge = valid_edge[0] + constraints.append( D_function(edge[0],edge[1],{'x':x[j],'y':y[j]}) <= 0 ) + + #在edge上 + if len(valid_edge) == 2: + edge_1 = valid_edge[0] + if edge_1[0]['x'] == edge_1[1]['x']: + slope_1 = 1000000 + else: + slope_1 = (edge_1[1]['y'] - edge_1[0]['y'])/(edge_1[1]['x']-edge_1[0]['x']) + #slope_2 + edge_2 = valid_edge[1] + if edge_2[0]['x'] == edge_2[1]['x']: + slope_2 = 1000000 + else: + slope_2 = (edge_2[1]['y'] - edge_2[0]['y'])/(edge_2[1]['x']-edge_2[0]['x']) + + if abs(slope_1) <= abs(slope_2): + constraints.append( D_function(edge_1[0],edge_1[1],{'x':x[j],'y':y[j]}) <= 0 ) + else: + constraints.append( D_function(edge_2[0],edge_2[1],{'x':x[j],'y':y[j]}) <= 0 ) + + if not is_convex(nfp_current_location): + + max_distance = max(valid_distance) + edge = valid_edge[ valid_distance.index(max_distance) ] + point_1_index,point_2_index = valid_point_index[valid_distance.index(max_distance)][0],valid_point_index[valid_distance.index(max_distance)][1] + + #加入edge构成的约束 + constraints.append( D_function(edge[0],edge[1],{'x':x[j],'y':y[j]}) <= 0 ) + + if len(edge) is not 0: + ON_RIGHT = True + else: + ON_RIGHT = False + + #逆时针寻找,下一条边的终点在edge右侧的,则加入下一条边构成的约束 + while ON_RIGHT: + if point_2_index < len(nfp_current_location)-1: + point_3_index = point_2_index + 1 + if point_2_index == len(nfp_current_location)-1: + point_3_index = 0 + + point_1 = nfp_current_location[point_1_index] + point_2 = nfp_current_location[point_2_index] + point_3 = nfp_current_location[point_3_index] + + ON_RIGHT = D_function( point_1,point_2,point_3) <= 0 + + point_1_index = point_2_index + point_1 = nfp_current_location[point_1_index] + + point_2_index = point_3_index + point_2 = nfp_current_location[point_2_index] + + if point_3_index == len(nfp_current_location)-1: + point_3_index = 0 + point_3 = nfp_current_location[point_3_index] + + if ON_RIGHT: + constraints.append( D_function(point_1,point_2,{'x':x[j],'y':y[j]}) <= 0 ) + + + #顺时针寻找,下一条边的终点在上一条右侧的,则加入这条边构成的约束 + point_1_index = valid_point_index[valid_distance.index(max_distance)][0] + point_2_index = valid_point_index[valid_distance.index(max_distance)][1] + point_0_index = point_1_index - 1 + + point_0 = nfp_current_location[point_0_index] + point_1 = nfp_current_location[point_1_index] + point_2 = nfp_current_location[point_2_index] + + if len(edge) is not 0: + ON_RIGHT = True + while ON_RIGHT: + + ON_RIGHT = D_function( point_0,point_1,point_2) <= 0 + + point_0_index = point_0_index - 1 + point_1_index = point_1_index - 1 + point_2_index = point_2_index - 1 + + point_0 = nfp_current_location[point_0_index] + point_1 = nfp_current_location[point_1_index] + point_2 = nfp_current_location[point_2_index] + + if ON_RIGHT: + constraints.append( D_function(point_1,point_2,{'x':x[j],'y':y[j]}) <= 0 ) + + return constraints + + def compact_layout(self,current_layout): + # -*- coding: utf-8 -*- + """ + Created on Thu Sep 5 11:22:11 2019 + + @author: chend + """ + + ''' + Param: current_layout = {'placed':[], 'placements':[]} 其中placed是经旋转的块料 + output: placement: [{'x': ,'y':},{},....] + ''' + placed = copy.deepcopy(current_layout['placed']) + placements = copy.deepcopy(current_layout['placements']) + + if len(placed)<2 and len(placements)<2: + return placements + + + for i in range(0,len(placed)): + + placed[i]['current_location'] = [{'x':point['x']+placements[i]['x'], + 'y':point['y']+placements[i]['y']} for point in placed[i]['points']] + + # Linear Programming + + #variable + x = cp.Variable(shape=len(placed))#integer=True + y = cp.Variable(shape=len(placed)) + z = cp.Variable(shape=1) + #obj + obj = cp.Minimize(z) + #constraints + constraints = [] + constraints += [x[i]>=0 for i in range(len(placed))] + constraints += [y[i]>=0 for i in range(len(placed))] + constraints += [z>=0] + + # i是固定的块, j是待移动方块 + for j in range(0,len(placed)): + + B = placed[j] + + # 每个块的移动不能超过一定距离 + ref_point = B['points'][0] + distance_from_ref_point_to_part_right = B['x'] + B['width'] - ref_point['x'] + distance_from_ref_point_to_part_left = ref_point['x'] - B['x'] + distance_from_ref_point_to_part_top = B['y'] + B['width'] - ref_point['y'] + distance_from_ref_point_to_part_bottom= ref_point['y'] - B['y'] + # x-axis + current_x = ref_point['x'] + placements[j]['x'] + constraints.append( x[j] - current_x <= MAX_MOVE_X ) + constraints.append( x[j] - current_x >= -MAX_MOVE_X ) + # y-axis + current_y = ref_point['y'] + placements[j]['y'] + constraints.append( y[j] - current_y <= MAX_MOVE_Y ) + constraints.append( y[j] - current_y >= -MAX_MOVE_Y ) + + # 目标函数 z >= x_i + W_i, W_i是当前ref点到该块料最右侧距离 + constraints.append( z >= x[j] + distance_from_ref_point_to_part_right ) + + # 每个块料都需要在 bin_offset里面 + bin_offset = get_polygon_bounds(self.bin_polygon['points_offset']) + constraints.append( x[j] - distance_from_ref_point_to_part_left >= bin_offset['x'] ) + constraints.append( y[j] + distance_from_ref_point_to_part_top <= bin_offset['y'] + bin_offset['width'] ) + constraints.append( y[j] - distance_from_ref_point_to_part_bottom >= bin_offset['y'] ) + + + for i in range(0,j): + + A = placed[i] + + constraints += self.find_constraints(A,B,i,j,x,y,placements) + + # compaction problem + prob = cp.Problem(obj,constraints) + prob.solve(solver = cp.CVXOPT)#,**{'cplex_filename':'a.lp'} + print('x:',x.value) + print('y:',y.value) + + if prob.status == 'optimal': + best_location = [{'x':x_loc,'y':y_loc} for x_loc,y_loc in zip(x.value,y.value)] + shift_vector = [{'x': best_location[k]['x'] - placed[k]['current_location'][0]['x'], + 'y': best_location[k]['y'] - placed[k]['current_location'][0]['y']} + for k in range(0,len(placed))] + + placements = [{'x':placements[k]['x'] + shift_vector[k]['x'], + 'y':placements[k]['y'] + shift_vector[k]['y'], + 'p_id':placements[k]['p_id'], + 'rotation':placements[k]['rotation']} + for k in range(0,len(placements))] + print(u'找到最优解,已压缩一次\n') + + elif prob.status == 'infeasible': + print(u'压缩模型无解,无法压缩\n') + + else: + print(u'压缩模型出错\n') + + return placements + + def place_paths(self): + start = time.clock() + # 排列图形 + if self.bin_polygon is None: + return None + + # rotate paths by given rotation + rotated = list() + for i in range(0, len(self.paths)): + + r = copy.deepcopy(self.paths[i][1]) + + #旋转本体 + rot_return = rotate_polygon(self.paths[i][1]['points'], self.paths[i][2]) + r['points'] = rot_return['points'] + r['x'] = rot_return['x'] + r['y'] = rot_return['y'] + r['width'] = rot_return['width'] + r['height'] = rot_return['height'] + + #旋转 offset 和 convex_hull + r['points_offset'] = rotate_polygon(self.paths[i][1]['points_offset'], self.paths[i][2])['points'] + r['convex_hull'] = rotate_polygon(self.paths[i][1]['convex_hull'], self.paths[i][2])['points'] + + #其他信息 + r['rotation'] = self.paths[i][2] + r['source'] = self.paths[i][1]['p_id'] + r['p_id'] = self.paths[i][0] + rotated.append(r) + + paths = rotated + # 保存所有转移数据 + all_placements = list() + orders = list() + rotations = list() + # 基因组的适应值 + fitness = [] + bin_area = abs(polygon_area(self.bin_polygon['points'])) + min_width = None + while len(paths) > 0: + placed = list() + placements = list() + # add 1 for each new bin opened (lower fitness is better) + #fitness += 1 + for i in range(0, len(paths)): + path = paths[i] + # 图形的坐标 + key = json.dumps({ + 'A': '-1', + 'B': path['p_id'], + 'inside': True, + 'A_rotation': 0, + 'B_rotation': path['rotation'] + }) + + binNfp = self.nfpCache.get(key) + if binNfp is None or len(binNfp) == 0: + continue + + # part unplaceable, skip + error = False + + + # ensure all necessary NFPs exist + for p in placed: + key = json.dumps({ + 'A': p['p_id'], + 'B': path['p_id'], + 'inside': False, + 'A_rotation': p['rotation'], + 'B_rotation': path['rotation'] + }) + nfp = self.nfpCache.get(key) + if nfp is None: + error = True + break + + # part unplaceable, skip + if error: + continue + + #把第一个图形放到布料左下角 + position = None + if len(placed) == 0: + for j in range(0, len(binNfp)): + for k in range(0, len(binNfp[j])): + if position is None or (binNfp[j][k]['x']-path['points'][0]['x'] < position['x']): + position = { + 'x': binNfp[j][k]['x'] - path['points'][0]['x'], + 'y': binNfp[j][k]['y'] - path['points'][0]['y'], + 'p_id': path['p_id'], + 'rotation': path['rotation'] + } + + placements.append(position) + placed.append(path) + continue + + clipper_bin_nfp = list() + for j in range(0, len(binNfp)): + clipper_bin_nfp.append([[p['x'], p['y']] for p in binNfp[j]]) + + # 找出 待放置方块 和 已放置方块 的 combined_NFP + clipper = pyclipper.Pyclipper() + for j in range(0, len(placed)): + p = placed[j] + key = json.dumps({ + 'A': p['p_id'], + 'B': path['p_id'], + 'inside': False, + 'A_rotation': p['rotation'], + 'B_rotation': path['rotation'] + }) + nfp = self.nfpCache.get(key) + + if nfp is None: + continue + for k in range(0, len(nfp)): + clone = [[np['x'] + placements[j]['x'], np['y'] + placements[j]['y']] for np in nfp[k]] + clone = pyclipper.CleanPolygon(clone) + if len(clone) > 2: + clipper.AddPath(clone, pyclipper.PT_SUBJECT, True) + combine_nfp = clipper.Execute(pyclipper.CT_UNION, pyclipper.PFT_NONZERO, pyclipper.PFT_NONZERO) + if len(combine_nfp) == 0: + continue + + # 以 combined_NFP 为 夹子(clip) 夹掉 待放方块和画布的内部NFP + clipper = pyclipper.Pyclipper() + clipper.AddPaths(combine_nfp, pyclipper.PT_CLIP, True) + try: + clipper.AddPaths(clipper_bin_nfp, pyclipper.PT_SUBJECT, True) + except: + print(u'图形坐标出错', clipper_bin_nfp) + # choose placement that results in the smallest bounding box + finalNfp = clipper.Execute(pyclipper.CT_DIFFERENCE, pyclipper.PFT_NONZERO, pyclipper.PFT_NONZERO) + if len(finalNfp) == 0: + continue + + #这里clean nfp后会有很多重叠的地方,不能clean + #finalNfp = pyclipper.CleanPolygons(finalNfp) + + for j in range(len(finalNfp)-1, -1, -1): + if len(finalNfp[j]) < 3: + finalNfp.pop(j) + if len(finalNfp) == 0: + continue + + finalNfp = [[{'x': p[0], 'y': p[1]}for p in polygon] for polygon in finalNfp] + + min_width = None + min_area = None + min_x = None + + #all_points 是已摆好的方块的转移后摆好的坐标点集合 + all_points = list() + for m in range(0, len(placed)): + for p in placed[m]['points']: + all_points.append({ + 'x': p['x']+placements[m]['x'], + 'y': p['y']+placements[m]['y'] + }) + + # 生成nfp多边形 + for nf in finalNfp: + + if abs(polygon_area(nf)) < 2: + continue + + for p_nf in nf: + + all_points_deepcopy = copy.deepcopy(all_points) + + # path 坐标 + shift_vector = { + 'x': p_nf['x'] - path['points'][0]['x'], + 'y': p_nf['y'] - path['points'][0]['y'], + 'p_id': path['p_id'], + 'rotation': path['rotation'], + } + + # 找新坐标后的最小矩形 + for m in range(0, len(path['points'])): + all_points_deepcopy.append({ + 'x': path['points'][m]['x'] + shift_vector['x'], + 'y': path['points'][m]['y'] + shift_vector['y'] + }) + + all_points_deepcopy.append({'x':0,'y':0}) + rect_bounds = get_polygon_bounds(all_points_deepcopy) + # weigh width more, to help compress in direction of gravity + # ??? width*2 不就是对width做更多的惩罚吗?这样图形会尽量往左下边放 + area = rect_bounds['height'] + rect_bounds['width'] + + if (min_area is None or area < min_area or almost_equal(min_area, area)) and ( + min_x is None or shift_vector['x'] <= min_x): + min_area = area + min_width = rect_bounds['width'] + position = shift_vector + min_x = shift_vector['x'] + + if position: + placed.append(path) + placements.append(position) + + for p in placed: + p_id = paths.index(p) + if p_id >= 0: + paths.pop(p_id) + + if placements and len(placements) > 0: + all_placements.append(placements) + + else: + # something went wrong + break + + + placed_area = 0 + all_points = [] + for k,path in enumerate(placed): + placed_area += abs(polygon_area(path['points'])) + for point in path['points']: + all_points.append({ + 'x': point['x'] + placements[k]['x'], + 'y': point['y'] + placements[k]['y'] + }) + all_points.append({'x':0,'y':0}) + min_rect_area = get_polygon_bounds(all_points)['width']*BIN_HEIGHT + + #保存第一次heuristic排列得到的结果 + all_placements.append(placements) + orders.append([ self.paths[i][0] for i in range(len(self.paths))]) + rotations.append([self.rotations ] ) + fitness.append(placed_area/min_rect_area) + + print('由Heuristic得到的最小包络矩阵利用率: %.4f'%fitness[0]) + print('排列一次耗时:%.1f'%(time.clock()-start),'\n-----------\n' ) + print('排列得到:',all_placements) + + #压缩 + IMPROVED = True + while IMPROVED: + start = time.clock() + + placements = self.compact_layout({'placed':placed,'placements':placements}) + + #new_fitness + placed_area = 0 + all_points = [] + for k,path in enumerate(placed): + placed_area += abs(polygon_area(path['points'])) + for point in path['points']: + all_points.append({ + 'x': point['x'] + placements[k]['x'], + 'y': point['y'] + placements[k]['y'] + }) + all_points.append({'x':0,'y':0}) + min_rect_area = get_polygon_bounds(all_points)['width']*BIN_HEIGHT + new_fitness = placed_area/min_rect_area + + if new_fitness > fitness[-1]: + print(u'已压缩现有排列方式,新排列方式的利用率为: %.4f' %new_fitness) + print('压缩一次用时: %.2f' %(time.clock()-start),'\n-------------\n') + fitness.append(new_fitness) + all_placements.append(placements) + else: + IMPROVED = False + print('压缩完成,已无法继续压缩') + + print('压缩总用时:%.2f' %(time.clock()-start)) + print('全部placements:',all_placements) + + + return {'placements': all_placements, 'fitness': fitness, 'paths': paths, 'area': bin_area} diff --git a/qhull_2d.py b/qhull_2d.py new file mode 100644 index 0000000..8912760 --- /dev/null +++ b/qhull_2d.py @@ -0,0 +1,55 @@ +#!/usr/bin/python + +# Compute the convex hull of a set of 2D points +# A Python implementation of the qhull algorithm +# +# Tested with Python 2.6.5 on Ubuntu 10.04.4 + +# Copyright (c) 2008 Dave (www.literateprograms.org) +# +# Permission is hereby granted, free of charge, to any person obtaining a copy +# of this software and associated documentation files (the "Software"), to deal +# in the Software without restriction, including without limitation the rights +# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +# copies of the Software, and to permit persons to whom the Software is +# furnished to do so, subject to the following conditions: +# +# The above copyright notice and this permission notice shall be included in +# all copies or substantial portions of the Software. +# +# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING +# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS +# IN THE SOFTWARE. + +from __future__ import division +from numpy import * + +link = lambda a, b: concatenate((a, b[1:])) +edge = lambda a, b: concatenate(([a], [b])) + + +def qhull2D(sample): + def dome(sample, base): + h, t = base + dists = dot(sample - h, dot(((0, -1), (1, 0)), (t - h))) + outer = repeat(sample, dists > 0, 0) + if len(outer): + pivot = sample[argmax(dists)] + return link(dome(outer, edge(h, pivot)), + dome(outer, edge(pivot, t))) + else: + return base + + if type(sample) == type([]): + sample = array(sample) + if len(sample) > 2: + axis = sample[:, 0] + base = take(sample, [argmin(axis), argmax(axis)], 0) + return link(dome(sample, base), dome(sample, base[::-1])).tolist() + else: + + return sample.tolist() diff --git a/settings.py b/settings.py new file mode 100644 index 0000000..3bb940a --- /dev/null +++ b/settings.py @@ -0,0 +1,23 @@ +# -*- coding: utf-8 -*- + +SCALING_FACTOR = 10 #缩放画布和块料 到整数 + +LOOP_TIME = 1 +POPULATION_SIZE = 1 # 基因组数 +MUTA_RATE = 20 # 变异概率 +ROTATIONS = 1 # 旋转选择, 1: 不能旋转 +# 单位都是MM(毫米) +SPACING = 5*SCALING_FACTOR # 图形间隔空间 +CONTAINERSPACING = -0*SCALING_FACTOR #容器预留边距,负数表示向内 +CURVETOLERANCE = 0.15*SCALING_FACTOR # polygon点之间判定为两个点的最小距离 +CONVEX_WEIGHT = 0.2 # 在寻找初始序列时,convexity的权重 +AREA_WEIGHT = 0.8 # 在寻找初始序列时,area的权重 + +MAX_MOVE_X = 2 * SCALING_FACTOR #压缩时,X方向最大位移 +MAX_MOVE_Y = 2 * SCALING_FACTOR #压缩时,Y方向最大位移 +# 不同面料尺寸 +BIN_HEIGHT = 1600 * SCALING_FACTOR +BIN_WIDTH = 20000 * SCALING_FACTOR +BIN_NORMAL = [[0, 0], [0, BIN_HEIGHT], [BIN_WIDTH, BIN_HEIGHT], [BIN_WIDTH, 0]] # 一般布是无限长 +BIN_CUT_BIG = [[0, 0], [0, 1570], [2500, 1570], [2500, 0]] # 切割机尺寸 1 +BIN_CUT_SMALL = [[0, 0], [0, 1200], [1500, 1200], [1500, 0]] # # 切割机尺寸 2 \ No newline at end of file diff --git a/test_nfp.py b/test_nfp.py new file mode 100644 index 0000000..b18822d --- /dev/null +++ b/test_nfp.py @@ -0,0 +1,46 @@ +# -*- coding: utf-8 -*- +from nfp_function import Nester, content_loop_rate +from settings import BIN_WIDTH, BIN_NORMAL, BIN_CUT_BIG, LOOP_TIME + +import ast +import pandas as pd +lingjian = pd.read_csv('.\L0002_lingjian.csv') + +if __name__ == '__main__': + n = Nester() + s = [ast.literal_eval(contour) for contour in lingjian['外轮廓']] + + n.add_objects( + #[ [ [0,0],[0,20],[20,0] ], + # [ [20,0],[20,10],[30,10],[30,0] ], + # [[10,0],[20,0],[20,10],[10,10]] + # ] + + + #[ + #[[10,0],[20,0],[20,10],[10,10]], + #[[10,20],[20,20],[15,30]], + #[[30,10],[50,10],[35,15],[40,30],[30,30]] + #] + s[:50]#,lingjian['零件号'].values + ) + + if n.shapes_max_length > BIN_WIDTH: + BIN_NORMAL[2][0] = n.shapes_max_length + BIN_NORMAL[3][0] = n.shapes_max_length + + # 选择面布 + n.add_container(BIN_NORMAL) + # 运行计算 + n.run() #进行一次未生成子代的计算 + + # 设计退出条件 + res_list = list() + best = n.best + # 放置在一个容器里面 + # set_target_loop(best, n) # T6 + + # 循环特定次数 + content_loop_rate(best, n, loop_time=LOOP_TIME-1) # T7 , T4 + +