ISAAC Gym 7. 使用箭头进行数据可视化

在这里发布一个ISAAC GYM可以使用的箭头绘制类。

gymutil默认有WireframeBoxGeometry,WireframeBBoxGeometry, WireframeSphereGeometry三个线段集生成函数,可以绘制盒子和球体。绘制函数分别有draw_lines和draw_line。

同理,使用以下方法绘制3D箭头:

python 复制代码
# -*- coding: utf-8 -*-
'''
 ------------------------------------------------------------------
 @File Name:        WireframeGeometry
 @Created:          2024 2024/11/22 16:01
 @Software:         PyCharm
 
 @Author:           Jiayu ZENG
 @Email:            jiayuzeng@asagi.waseda.jp
 
 @Description:      

 ------------------------------------------------------------------
'''

from __future__ import print_function, division, absolute_import

from abc import ABC, abstractmethod
import math
import numpy as np
import argparse
from bisect import bisect

from isaacgym import gymtorch, gymapi, gymutil
import numpy as np
import math


class WireframeArrowGeometry(gymutil.LineGeometry):
    def __init__(self, start_point, direction, length=1.0, arrow_head_length=0.2, arrow_head_width=0.1, shaft_radius=0.05, shaft_segments=8, pose=None, color=None, color2=None):
        if color is None:
            color = (1, 0, 0)

        if color2 is None:
            color2 = color

        # Normalize direction
        direction = np.array(direction, dtype=float)

        # Calculate main arrow shaft endpoint
        shaft_end_point = start_point + length * direction
        arrow_tip = start_point + (length+arrow_head_length) * direction

        # Arrow shaft
        verts = []
        colors = []

        # Generate perpendicular vectors to direction for shaft
        perp1 = np.cross(direction, np.array([1, 0, 0]))
        if np.linalg.norm(perp1) < 1e-6:
            perp1 = np.cross(direction, np.array([0, 1, 0]))
        perp1 = perp1 / np.linalg.norm(perp1) * shaft_radius

        perp2 = np.cross(direction, perp1)
        perp2 = perp2 / np.linalg.norm(perp2) * shaft_radius

        # Generate shaft lines in a circular pattern
        angle_step = 2 * math.pi / shaft_segments
        shaft_base_points = []
        arrow_base_points = []

        for i in range(shaft_segments):
            angle = i * angle_step
            next_angle = (i + 1) * angle_step

            offset1 = math.cos(angle) * perp1 + math.sin(angle) * perp2
            offset2 = math.cos(next_angle) * perp1 + math.sin(next_angle) * perp2

            start_circle = start_point + offset1
            end_circle = shaft_end_point + offset1
            shaft_base_points.append(end_circle)

            verts.append((start_circle, end_circle))
            colors.append(color)

            verts.append((start_circle, start_point + offset2))
            colors.append(color)

            verts.append((end_circle, shaft_end_point + offset2))
            colors.append(color)

        # Arrow head base point
        arrow_base = shaft_end_point

        # Generate perpendicular vectors to direction for arrow head
        perp1_head = perp1 / shaft_radius * arrow_head_width
        perp2_head = perp2 / shaft_radius * arrow_head_width

        # Generate arrow head lines to represent a cone
        for i in range(shaft_segments):
            angle = i * angle_step
            next_angle = (i + 1) * angle_step

            offset1 = math.cos(angle) * perp1_head + math.sin(angle) * perp2_head
            offset2 = math.cos(next_angle) * perp1_head + math.sin(next_angle) * perp2_head

            base_point1 = arrow_base + offset1
            base_point2 = arrow_base + offset2
            arrow_base_points.append(base_point1)

            # Lines from tip to base circle
            verts.append((arrow_tip, base_point1))
            colors.append(color2)

            # Lines around the base circle
            verts.append((base_point1, base_point2))
            colors.append(color2)

        # Connect corresponding points on the shaft end and arrow base
        for shaft_point, arrow_point in zip(shaft_base_points, arrow_base_points):
            verts.append((shaft_point, arrow_point))
            colors.append(color2)

        # Convert verts and colors to numpy arrays
        num_lines = len(verts)
        verts_np = np.empty((num_lines, 2), gymapi.Vec3.dtype)
        colors_np = np.empty(num_lines, gymapi.Vec3.dtype)

        for idx, (v_start, v_end) in enumerate(verts):
            verts_np[idx][0] = (v_start[0], v_start[1], v_start[2])
            verts_np[idx][1] = (v_end[0], v_end[1], v_end[2])
            colors_np[idx] = colors[idx]

        # Apply pose transformation if provided
        if pose is None:
            self.verts = verts_np
        else:
            self.verts = pose.transform_points(verts_np)

        self._colors = colors_np

    def vertices(self):
        return self.verts

    def colors(self):
        return self._colors

同样调用gymutil.draw_lines绘制。以下代码仅作参考。

python 复制代码
start_point = np.array([0.0, 0.0, 0.0])
                direction[2] = start_point[2]
                color = (0, 1, 0)
                color2 = (1, 0, 0)
                length *= 0.5
                shaft_radius = 0.02
                shaft_segments = 16
                arrow_head_length = 0.2
                arrow_head_width = shaft_radius * 3
                arrow = WireframeArrowGeometry(start_point, direction, length, arrow_head_length, arrow_head_width,
                                               shaft_radius, shaft_segments, color=color, color2=color2)
                sphere_pose = gymapi.Transform(gymapi.Vec3(pos[0],
                                                           pos[1],
                                                           pos[2] + 0.2), r=None)
                gymutil.draw_lines(arrow, self.gym, self.viewer, env, sphere_pose)

绘制效果:

相关推荐
淼淼76310 分钟前
安装jdk1.8
java·开发语言
2401_8384725112 分钟前
使用Python进行图像识别:CNN卷积神经网络实战
jvm·数据库·python
PfCoder25 分钟前
WinForm真入门(23)---PictureBox 控件详细用法
开发语言·windows·c#·winform
Legendary_00827 分钟前
Type-C 一拖二快充线:突破单口限制的技术逻辑
c语言·开发语言
过期动态33 分钟前
Java开发中的@EnableWebMvc注解和WebMvcConfigurer接口
java·开发语言·spring boot·spring·tomcat·maven·idea
CoLiuRs33 分钟前
语义搜索系统原理与实现
redis·python·向量·es
zhihuaba36 分钟前
使用PyTorch构建你的第一个神经网络
jvm·数据库·python
u01092727137 分钟前
Python Web爬虫入门:使用Requests和BeautifulSoup
jvm·数据库·python
csbysj20201 小时前
Web 标准
开发语言
老姚---老姚1 小时前
在windows下编译go语言编写的dll库
开发语言·windows·golang